{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "## GeostatsPy: Basic Univariate Distribution Transformations  Subsurface Data Analytics in Python \n",
    "\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PGE 383 Exercise: Basic Univariate Distribution Transformations  Subsurface Data Analytics in Python with GeostatsPy\n",
    "\n",
    "Here's a simple workflow with some basic univariate distribution transformations for subsurface modeling workflows. This should help you get started data transformations.  \n",
    "\n",
    "#### Data Distribution Transformations\n",
    "\n",
    "Why?:\n",
    "* variable has expected shape / correcting for too few data\n",
    "* a specific distribution assumption is required\n",
    "* correct for outliers\n",
    "\n",
    "How?:\n",
    "\n",
    "There are a variety of transformations. In general we are transforming the values from the cumulative distribution function (CDF), $F_{X}$, to a new CDF , $G_{Y}$. This can be generalized with the quantile - quantile transformation applied to all the sample data:   \n",
    "\n",
    "* The forward transform:\n",
    "\n",
    "\\begin{equation}\n",
    "Y = G_{Y}^{-1}(F_{X}(X))\n",
    "\\end{equation}\n",
    "\n",
    "* The reverse transform:\n",
    "\n",
    "\\begin{equation}\n",
    "X = F_{X}^{-1}(G_{Y}(Y))\n",
    "\\end{equation}\n",
    "\n",
    "This may be applied to any data, nonparametric or samples from a parametric distribution. We just need to be able to map from one distribution to another through percentiles, so it is a:\n",
    "\n",
    "* Rank preserving transform\n",
    "\n",
    "We will cover three examples including:\n",
    "\n",
    "1. Distribution rescaling\n",
    "2. Normal score transform\n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_biased.csv at https://git.io/fh0CW\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB          # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats    # GSLIB methods convert to Python        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                        # ndarrys for gridded data\n",
    "import pandas as pd                       # DataFrames for tabular data\n",
    "import os                                 # set working directory, run executables\n",
    "import matplotlib.pyplot as plt           # for plotting\n",
    "from scipy import stats                   # summary statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"c:/PGE383/Examples\")             # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('sample_data_biased.csv')     # load our data table (wrong name!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It worked, we loaded our file into our DataFrame called 'df'. But how do you really know that it worked? Visualizing the DataFrame would be useful and we already leard about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     X    Y  Facies  Porosity       Perm\n",
      "0  100  900       1  0.115359   5.736104\n",
      "1  100  800       1  0.136425  17.211462\n",
      "2  100  600       1  0.135810  43.724752\n",
      "3  100  500       0  0.094414   1.609942\n",
      "4  100  100       0  0.113049  10.886001\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
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       "      <td>0.115359</td>\n",
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       "      <th>1</th>\n",
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       "      <td>0.136425</td>\n",
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       "      <th>2</th>\n",
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       "      <td>0.094414</td>\n",
       "      <td>1.609942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113049</td>\n",
       "      <td>10.886001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>200</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.154648</td>\n",
       "      <td>106.491795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>200</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.153113</td>\n",
       "      <td>140.976324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>200</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.126167</td>\n",
       "      <td>12.548074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>200</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094750</td>\n",
       "      <td>1.208561</td>\n",
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       "      <th>9</th>\n",
       "      <td>200</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.150961</td>\n",
       "      <td>44.687430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>300</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.199227</td>\n",
       "      <td>1079.709291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>300</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.154220</td>\n",
       "      <td>179.491695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>300</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.137502</td>\n",
       "      <td>38.164911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "      X    Y  Facies  Porosity         Perm\n",
       "0   100  900       1  0.115359     5.736104\n",
       "1   100  800       1  0.136425    17.211462\n",
       "2   100  600       1  0.135810    43.724752\n",
       "3   100  500       0  0.094414     1.609942\n",
       "4   100  100       0  0.113049    10.886001\n",
       "5   200  800       1  0.154648   106.491795\n",
       "6   200  700       1  0.153113   140.976324\n",
       "7   200  500       1  0.126167    12.548074\n",
       "8   200  400       0  0.094750     1.208561\n",
       "9   200  100       1  0.150961    44.687430\n",
       "10  300  800       1  0.199227  1079.709291\n",
       "11  300  700       1  0.154220   179.491695\n",
       "12  300  500       1  0.137502    38.164911"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.iloc[0:5,:])                   # display first 4 samples in the table as a preview\n",
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics for Tabular Data\n",
    "\n",
    "The table includes X and Y coordinates (meters), Facies 1 and 2 (1 is sandstone and 0 interbedded sand and mudstone), Porosity (fraction), and permeability as Perm (mDarcy). \n",
    "\n",
    "There are a lot of efficient methods to calculate summary statistics from tabular data in DataFrames. The describe command provides count, mean, minimum, maximum, and quartiles all in a nice data table. We use transpose just to flip the table so that features are on the rows and the statistics are on the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
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       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>289.0</td>\n",
       "      <td>475.813149</td>\n",
       "      <td>254.277530</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>289.0</td>\n",
       "      <td>529.692042</td>\n",
       "      <td>300.895374</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>269.000000</td>\n",
       "      <td>549.000000</td>\n",
       "      <td>819.000000</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>289.0</td>\n",
       "      <td>0.813149</td>\n",
       "      <td>0.390468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>289.0</td>\n",
       "      <td>0.134744</td>\n",
       "      <td>0.037745</td>\n",
       "      <td>0.058548</td>\n",
       "      <td>0.106318</td>\n",
       "      <td>0.126167</td>\n",
       "      <td>0.154220</td>\n",
       "      <td>0.228790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>289.0</td>\n",
       "      <td>207.832368</td>\n",
       "      <td>559.359350</td>\n",
       "      <td>0.075819</td>\n",
       "      <td>3.634086</td>\n",
       "      <td>14.908970</td>\n",
       "      <td>71.454424</td>\n",
       "      <td>5308.842566</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          count        mean         std       min         25%         50%  \\\n",
       "X         289.0  475.813149  254.277530  0.000000  300.000000  430.000000   \n",
       "Y         289.0  529.692042  300.895374  9.000000  269.000000  549.000000   \n",
       "Facies    289.0    0.813149    0.390468  0.000000    1.000000    1.000000   \n",
       "Porosity  289.0    0.134744    0.037745  0.058548    0.106318    0.126167   \n",
       "Perm      289.0  207.832368  559.359350  0.075819    3.634086   14.908970   \n",
       "\n",
       "                 75%          max  \n",
       "X         670.000000   990.000000  \n",
       "Y         819.000000   999.000000  \n",
       "Facies      1.000000     1.000000  \n",
       "Porosity    0.154220     0.228790  \n",
       "Perm       71.454424  5308.842566  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Tabular Data with Location Maps \n",
    "\n",
    "It is natural to set the x and y coordinate and feature ranges manually. e.g. do you want your color bar to go from 0.05887 to 0.24230 exactly? Also, let's pick a color map for display. I heard that plasma is known to be friendly to the color blind as the color and intensity vary together (hope I got that right, it was an interesting Twitter conversation started by Matt Hall from Agile if I recall correctly). We will assume a study area of 0 to 1,000m in x and y and omit any data outside this area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "pormin = 0.05; pormax = 0.25;           # range of porosity values\n",
    "cmap = plt.cm.plasma                    # color map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try out locmap. This is a reimplementation of GSLIB's locmap program that uses matplotlib. I hope you find it simpler than matplotlib, if you want to get more advanced and build custom plots lock at the source. If you improve it, send me the new code. Any help is appreciated. To see the parameters, just type the command name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.locmap(df, xcol, ycol, vcol, xmin, xmax, ymin, ymax, vmin, vmax, title, xlabel, ylabel, vlabel, cmap, fig_name)>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can populate the plotting parameters and visualize the porosity data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x23c2ebe4fd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap,'locmap_Porosity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decluster the Data\n",
    "\n",
    "Look carefully, and you'll notice the the spatial samples are more dense in the high porosity regions and less dense in the low porosity regions. There is preferential sampling. We cannot use the naive statistics to represent this region. We have to correct for the clustering of the samples in the high porosity regions. \n",
    "\n",
    "Let's try cell declustering. We can interpret that we will want to minimize the declustering mean and that a cell size of between 100 - 200m is likely a good cell size, this is 'an ocular' estimate of the largest average spacing in the sparsely sampled regions.   \n",
    "\n",
    "Let's check out the declus program reimplimented from GSLIB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.geostats.declus(df, xcol, ycol, vcol, iminmax, noff, ncell, cmin, cmax)>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geostats.declus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now populate the parameters. We will run a very wide range of cell sizes, from 10m to 2,000m ('cmin' and 'cmax') and take the cell size that minimizes the declustered mean ('iminmax' = 1 minimize, and = 0 maximize). Multiple offsets (number of these is 'noff') uses multiple grid origins and averages the results to remove sensitivity to grid position.  The ncell is the number of cell sizes.\n",
    "\n",
    "The output from this program is:\n",
    "\n",
    "* wts - an array with the weigths for each data (they sum to the number of data, 1 indicates nominal weight)\n",
    "* cell_sizes - an array with the considered cell sizes\n",
    "* dmeans - de an "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 289 data with:\n",
      "   mean of      0.13474387540138408 \n",
      "   min and max  0.058547873 and 0.228790002\n",
      "   standard dev 0.03767982164385207 \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>Wts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.115359</td>\n",
       "      <td>5.736104</td>\n",
       "      <td>3.064286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.136425</td>\n",
       "      <td>17.211462</td>\n",
       "      <td>1.076608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100</td>\n",
       "      <td>600</td>\n",
       "      <td>1</td>\n",
       "      <td>0.135810</td>\n",
       "      <td>43.724752</td>\n",
       "      <td>0.997239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094414</td>\n",
       "      <td>1.609942</td>\n",
       "      <td>1.165119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113049</td>\n",
       "      <td>10.886001</td>\n",
       "      <td>1.224164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X    Y  Facies  Porosity       Perm       Wts\n",
       "0  100  900       1  0.115359   5.736104  3.064286\n",
       "1  100  800       1  0.136425  17.211462  1.076608\n",
       "2  100  600       1  0.135810  43.724752  0.997239\n",
       "3  100  500       0  0.094414   1.609942  1.165119\n",
       "4  100  100       0  0.113049  10.886001  1.224164"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wts, cell_sizes, dmeans = geostats.declus(df,'X','Y','Porosity',iminmax = 1, noff= 10, ncell=100,cmin=10,cmax=2000)\n",
    "df['Wts'] = wts                            # add weights to the sample data DataFrame\n",
    "df.head()                                  # preview to check the sample data DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the location map of the weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x23c2ec77a58>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap(df,'X','Y','Wts',xmin,xmax,ymin,ymax,0.5,2.5,'Well Data Weights','X(m)','Y(m)','Weights',cmap,'locmap_Weights')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Does it look correct?  See the weight varies with local sampling density?  \n",
    "\n",
    "Now let's add the distribution of the weights and the naive and declustered porosity distributions. You should see the histogram bars adjusted by the weights. Also note the change in the mean due to the weights. There is a significant change."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(122)\n",
    "GSLIB.hist_st(df['Porosity'],0.05,0.25,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity\",title=\"Declustered Porosity\")\n",
    "plt.ylim(0.0,40)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to do some data transformations.\n",
    "\n",
    "#### Distribution Rescaling\n",
    "\n",
    "Distribution rescaling can be thought of as shifting, and stretching and squeezing a distribution. The common method is known as affine correction:\n",
    "\n",
    "\\begin{equation}\n",
    "y = \\frac{\\sigma_y}{\\sigma_x}(y - \\overline{y}) + \\overline{x}\n",
    "\\end{equation}\n",
    "\n",
    "We can see that the metho first centers the distribution, the rescales the dispersion based on the ratio of the new standard deviation to the original standard deviation and then shifts the distribution to centered on the target mean.\n",
    "\n",
    "We have a function in GeostatsPy to do the affine correction of the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.affine(array, tmean, tstdev)>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.affine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We just need to specify the new target mean and variance.  Let's make 2 new rescaled distributions and then plot the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "por_original = df['Porosity'].values      # extract the pororsity data as a ndarray\n",
    "por1 = GSLIB.affine(por_original,0.0,1.0) # rescale the porosity to have a standard distribution\n",
    "df['standPor'] = por1\n",
    "\n",
    "plt.subplot(221)\n",
    "GSLIB.hist_st(df['Porosity'],0.05,0.25,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity (fraction)\",title=\"Declustered Porosity\")\n",
    "plt.ylim(0.0,40)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.hist_st(df['standPor'],-3.0,3.0,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity Standardized\",title=\"Declustered Porosity Standardized\")\n",
    "plt.ylim(0.0,40)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','standPor',xmin,xmax,ymin,ymax,-3,3,'Well Data - Porosity - Standardized','X(m)','Y(m)','Standardized Porosity',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=2.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that I did not say standard normal? A standard distribution has a mean of 0.0 and standard deviation of 1.0.  The rescaling does not change the distribution shape; therefore, a non-normal (non-Gaussian) distribution cannot become normal just by rescaling.  We'll cover that method in a bit.\n",
    "\n",
    "Also, notice that the shape is the same and the location maps look exactly the same? By adjusting the minimum and maximum values in the histogram x-axis and the location map color bar, we made them look unchanged! There are minor differences in bars due to the precise locations of the bin boundaries.  \n",
    "\n",
    "Let's try a minor adjustment as in the case of correcting the porosity from well logs to a more reliable mean and standard deviation or in the case to produce multiple scenarios of the porosity distribution (more on these uncertainty methods later)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KqAAAAAAAIxRQAQAAAABGKKACAAAAAIxQQAUAAAAAGKGACgAAAAAwQgEVAAAAAGCEAioAAAAAwAgFVAAAAACAEQqoAAAAAAAjFFABAAAAAEYooAIAAAAAjFBABQAAAAAYoYAKAAAAADBCARUAAAAAYIQCKgAAAADACAVUAAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACMUEAFAAAAABihgAoAAAAAMEIBFQAAAABghAIqAAAAAMAIBVQAAAAAgBEKqAAAAAAAIxRQAQAAAABGKKACAAAAAIxQQAUAAAAAGLFtowMAAABga7l4796ptHPi9u05fdeuqbQFAGMUUAEAAFhXV+7fnzN37FhzOxfs2zeFaADgyNzCDwAAAAAwQgEVAAAAAGCEAioAAAAAwAgFVAAAAACAEXNXQK2qq1XVv1bVa4fpW1bV+VV1UVW9vKpO3OgYAQBgFuTCAADzZ+4KqEl+OcneFdPPTPKs7j4tyeeTPHZDogIAgNmTCwMAzJm5KqBW1c2T/FCSFwzTleTeSf5qWOWcJA/emOgAAGB25MIAAPNprgqoSZ6d5NeTXDlM3zDJUnd/fZi+JMnNNiIwAACYMbkwAMAcmpsCalU9MMmnu/uClbMPs2qPbH92Ve2pqj379u2bSYwAADALcmEAgPk1NwXUJHdP8iNV9bEkf5nJ7UrPTrK9qrYN69w8yaWH27i7n9fdO7t7544dO9YjXgAAmBa5MADAnJqbAmp3P6W7b97dpyZ5RJI3d/ejkrwlyUOG1c5K8poNChEAAGZCLgwAML/mpoB6BE9K8sSq+nAm40C9cIPjAQCA9SIXBgDYYNuOvsr66+63Jnnr8P4jSe66kfEAAMB6kQsDAMyXzXAFKgAAAADAhlBABQAAAAAYoYAKAAAAADBCARUAAAAAYMRcPkQKAACA5MLdu3NgaWnN7Xx0796cuWPHFCICgK1HARUAAGBOHVhamkrh86I9e6YQDQBsTW7hBwAAAAAYoYAKAAAAADBCARUAAAAAYIQCKgAAAADACAVUAAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACMUEAFAAAAABihgAoAAAAAMEIBFQAAAABghAIqAAAAAMAIBVQAAAAAgBEKqAAAAAAAIxRQAQAAAABGKKACAAAAAIxQQAUAAAAAGKGACgAAAAAwQgEVAAAAAGDEzAqoVXWHWbUNAADzTC4MALA4ZnkF6nOq6h1V9fNVtX2G+wEAgHkjFwYAWBAzK6B29/cmeVSSWyTZU1V/XlX3m9X+AABgXsiFAQAWx7ZZNt7dF1XVbybZk+QPk9ypqirJU7v7r2e5b+DYXLh7dw4sLa2pjRO3b8/pu3ZNKSIA2NzkwgAAi2FmBdSq+q4kj0nyQ0nOS/LD3f2uqrppkn9JImmEOXJgaSln7tixpjYu2LdvStEAwOYmFwYAWByzvAL1j5I8P5Mz7JcfnNndlw5n4gEAYFHJhQEAFsQsC6gPSHJ5d1+RJFV1QpJrdveXu/ulM9wvAABsNLkwAMCCmNlDpJK8Mcm1Vkxfe5gHAACLTi4MALAgZllAvWZ3f+ngxPD+2jPcHwAAzAu5MADAgphlAXV/Vd354ERVnZnk8iOsDwAAi0IuDACwIGY5BuqvJHllVV06TJ+c5OEz3B8AAMwLuTAAwIKYWQG1u99ZVbdLctskleSD3f21We0PAADmhVwY1sfFe/dOpZ0Tt2/P6bt2TaUtABbPLK9ATZK7JDl12M+dqird/ZIZ7xMAAOaBXBhm7Mr9+3Pmjh1rbueCffumEA0Ai2pmBdSqemmSb0/y7iRXDLM7iaQRAICFJhcGAFgcs7wCdWeS23d3z3AfAAAwj+TCAAAL4oQZtv2+JN86w/YBAGBeyYUBABbELK9AvVGSD1TVO5J89eDM7v6RGe4TAADmgVwYAGBBzLKA+rQZtg0AAPPsaRsdAAAA0zGzAmp3v62qvi3Jad39xqq6dpKrzWp/AAAwL+TCAACLY2ZjoFbV45L8VZLnDrNuluRvZrU/AACYF3JhAIDFMcuHSP1Ckrsn+UKSdPdFSW48w/0BAMC8kAsDACyIWRZQv9rdBw5OVNW2JH2kDarqmlX1jqp6T1W9v6p+Z5h/y6o6v6ouqqqXV9WJM4wbAADW6phyYXkwAMD8mmUB9W1V9dQk16qq+yV5ZZK/Pco2X01y7+6+Y5Izkty/qnYleWaSZ3X3aUk+n+SxM4wbAADW6lhzYXkwAMCcmmUB9clJ9iW5MMnPJnl9kt880gY98aVh8urDq5PcO5MxpJLknCQPnkXAAAAwJceUC8uDAQDm17ZZNdzdVyZ5/vBataq6WpILktw6yR8nuTjJUnd/fVjlkkwG4T90u7OTnJ0kp5xyyvEHDgAAa3Q8ufDx5sHDtnJhAIAZmVkBtao+msOM89TdtzrSdt19RZIzqmp7klcn+Y7DrXaY7Z6X5HlJsnPnziOOtQoAALN0PLnw8ebBw7ZyYQCAGZlZATXJzhXvr5nkoUlOWu3G3b1UVW9NsivJ9qraNpx9v3mSS6cZKAAATNlx58LyYACA+TKzMVC7+7MrXp/s7mdnMobTqKraMZxxT1VdK8l9k+xN8pYkDxlWOyvJa2YVNwAArNWx5sLyYACA+TXLW/jvvGLyhEzOwl/3KJudnOScYfynE5K8ortfW1UfSPKXVfV7Sf41yQtnETMAAEzDceTC8mAAgDk1y1v4//eK919P8rEkDzvSBt393iR3Osz8jyS56zSDAwCAGTqmXFgeDAAwv2ZWQO3ue82qbQAAmGdyYQCAxTHLW/ifeKTl3f37s9o3AABsJLkwAMDimOUt/DuT3CXJucP0Dyd5e5JPzHCfAAAwD+TCAAALYpYF1BsluXN3fzFJquppSV7Z3T8zw30CAMA8kAsDACyIE2bY9ilJDqyYPpDk1BnuDwAA5oVcGABgQczyCtSXJnlHVb06SSf50SQvmeH+AABgXsiFAQAWxMwKqN399Kr6uyT3GGY9prv/dVb7AwCAeSEXBgBYHLO8hT9Jrp3kC939B0kuqapbznh/AAAwL+TCAAALYGYF1Kr670melOQpw6yrJ/mzWe0PAADmhVwYAGBxzHIM1B9Ncqck70qS7r60qq47w/3BpnLh7t05sLS05nZO3L49p+/aNYWIAIApkgsDACyIWRZQD3R3V1UnSVVdZ4b7gk3nwNJSztyxY83tXLBv3xSiAQCmTC4MALAgZjkG6iuq6rlJtlfV45K8McnzZ7g/AACYF3JhAIAFMbMrULv7f1XV/ZJ8Icltk/x2d583q/0BAMC8kAsDACyOmRRQq+pqSd7Q3fdNIlEEAGDLkAsDACyWmdzC391XJPlyVV1/Fu0DAMC8kgsDACyWWT5E6itJLqyq85LsPzizu39phvsEAIB5IBcGAFgQsyygvm54AQDAViMXBgBYEFMvoFbVKd398e4+Z9ptAwDAPJMLAwAsnlmMgfo3B99U1atm0D4AAMwruTAAwIKZRQG1Vry/1QzaBwCAeSUXBgBYMLMooPbIewAAWHRyYQCABTOLh0jdsaq+kMnZ92sN7zNMd3dfbwb7hC3r4r17p9LOR/fuzZk7dkylLQDYwuTCAAALZuoF1O6+2rTbBMZduX//VAqfF+3ZM4VoAGBrkwsDACyeWdzCDwAAAACwEBRQAQAAAABGKKACAAAAAIxQQAUAAAAAGDH1h0jBortw9+4cWFpaczueeg8AAAAw/xRQ4RgdWFry1HsAAACALcIt/AAAAAAAIxRQAQAAAABGKKACAAAAAIxQQAUAAAAAGKGACgAAAAAwQgEVAAAAAGCEAioAAAAAwAgFVAAAAACAEQqoAAAAAAAjFFABAAAAAEYooAIAAAAAjNi20QEAi+PivXun0s7HP/GJnHKLW6y5nRO3b8/pu3ZNISIAAABgq1JABabmyv37c+aOHWtu56I9e3Lmne+85nYu2LdvzW0AAAAAW5sCKgAAwJRduHt3Diwtrbmdj+7dO5UT1ADA8VNABQAAmLIDS0tTuzMHANhYHiIFAAAAADBibgqoVXWLqnpLVe2tqvdX1S8P80+qqvOq6qLh5w02OlYAAJgmuTAAwPyamwJqkq8n+bXu/o4ku5L8QlXdPsmTk7ypu09L8qZhGgAAFolcGABgTs3NGKjdfVmSy4b3X6yqvUluluRBSe45rHZOkrcmedIGhMgmZyB/AGBeyYUBAObX3BRQV6qqU5PcKcn5SW4yJJTp7suq6sYbGBqbmIH8AYDNQC4MADBf5ukW/iRJVX1Lklcl+ZXu/sIxbHd2Ve2pqj379u2bXYAAADAjcmEAgPkzVwXUqrp6Jgnjy7r7r4fZn6qqk4flJyf59OG27e7ndffO7t65w+3VAABsMnJhAID5NDcF1KqqJC9Msre7f3/FonOTnDW8PyvJa9Y7NgAAmCW5MADA/JqnMVDvnuTRSS6sqncP856a5BlJXlFVj03y8SQP3aD4AABgVuTCAABzam4KqN39T0lqZPF91jMWAABYT3JhAID5NTe38AMAAAAAzBsFVAAAAACAEQqoAAAAAAAjFFABAAAAAEYooAIAAAAAjFBABQAAAAAYoYAKAAAAADBCARUAAAAAYIQCKgAAAADAiG0bHQDArFy8d+9U2jlx+/acvmvXVNoCAAAANhcFVGBhXbl/f87csWPN7Vywb98UogEAAAA2I7fwAwAAAACMUEAFAAAAABihgAoAAAAAMEIBFQAAAABghIdIMVMX7t6dA0tLa2rDE9ABAAAA2CgKqMzUgaWlNT8F3RPQAQAAANgoCqjMvYv37p1KOx/du3fNxVwAAAAAthYFVObelfv3T6XwedGePVOIBgAAAICtxEOkAAAAAABGKKACAAAAAIxQQAUAAAAAGGEMVAAAALa0aTy49sTt23P6rl1TiAaAeaOACgAAwJY2jQfXXrBv35SiAWDeuIUfAAAAAGCEAioAAAAAwAgFVAAAAACAEQqoAAAAAAAjFFABAAAAAEYooAIAAAAAjFBABQAAAAAYoYAKAAAAADBCARUAAAAAYIQCKgAAAADACAVUAAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACM2LbRAQBsFRfu3p0DS0trbufE7dtz+q5dU4gIAAAAOBoFVIB1cmBpKWfu2LHmdi7Yt28K0QAAAACr4RZ+AAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACMUEAFAAAAABixbaMDAJh3F+/dO5V2Prp3b87csWMqbQEAAADrY64KqFX1p0kemOTT3X2HYd5JSV6e5NQkH0vysO7+/EbFCGw9V+7fP5XC50V79kwhGgAWlVwYAGA+zdst/C9Ocv9D5j05yZu6+7QkbxqmAQBg0bw4cmEAgLkzVwXU7n57ks8dMvtBSc4Z3p+T5MHrGhQAAKwDuTAAwHyaqwLqiJt092VJMvy88QbHAwAA60UuDACwweZqDNS1qKqzk5ydJKeccsoGRwMAAOtHLgwbb1oPHj1x+/acvmvXVNoCYDo2QwH1U1V1cndfVlUnJ/n04Vbq7ucleV6S7Ny5s9czQAAAmBG5MGwS03rw6AX79k0hGgCmaTPcwn9ukrOG92clec0GxgIAAOtJLgwAsMHmqoBaVX+R5F+S3LaqLqmqxyZ5RpL7VdVFSe43TAMAwEKRCwMAzKe5uoW/ux85sug+6xoIAACsM7kwAMB8mqsrUAEAAAAA5okCKgAAAADACAVUAAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACMUEAFAAAAABihgAoAAAAAMEIBFQAAAABghAIqAAAAAMAIBVQAAAAAgBEKqAAAAAAAIxRQAQAAAABGKKACAAAAAIxQQAUAAAAAGKGACgAAAAAwQgEVAAAAAGDEto0OAAAAAJhPF+7enQNLS2tu58Tt23P6rl1TiAhg/SmgAmwyF+/dO5V2JLEAABzNgaWlnLljx5rbuWDfvilEA7AxFFABNpkr9++XxAIAcETTunL0o3v3TiX3BNjMFFABAABgwUzrytGL9uyZQjQAm5uHSAEAAAAAjHAFKofldg8AAAAAUEBlhNs9gK3M02YBAAA4SAEVAA7habMAANN18d69U2lAALvBAAAgAElEQVTHCWpgIyigAgAAADN15f79TlADm5YCKgDMiCstAAAANj8FVACYEVdaAAAAbH4KqABb1DSujnRlJAAAAItOARVgi5rG1ZGujAQAAGDRKaAumAt3786BpaU1t/PRvXunctspAABsNtPIqeXTALA4FFAXzIGlpakkahft2TOFaAAAYPOZRk4tnwaAxaGACgBbxDSuqDLuLQAAsNUooALAFjGNK6qMewsAszWNB30mhpEAmCYFVACO27QSfFc1AgBMTONBn4lhJACmSQEVgOM2rQTfVY0AAADMKwXUOTGNcekSt2kAALB1yakBgFlQQJ0T0xiXLnGbBrA5GQoAgGmQUwMAs6CACsCGMxQAAAAA80oBFQDmnKfxAgAAbBwFVACYc/P0NF7DLQAAAFuNAioAsGqGWwAAALaaEzY6AAAAAACAeeUKVABg3RkKAAA4HtPIIeQPwLFSQAUA1p2hAACA4zGNHEL+AByrTXMLf1Xdv6o+VFUfrqonb3Q8AACwXuTCAAAbZ1MUUKvqakn+OMkPJrl9kkdW1e03NioAAJg9uTAAwMbaLLfw3zXJh7v7I0lSVX+Z5EFJPrChUQEwV6Y1ruZH9+6dyu3lAFMiFwYA2ECbpYB6sySfWDF9SZK7bVAsAMypaY2redGePVOIBmBq5MIAABuounujYziqqnpokh/o7p8Zph+d5K7d/Ysr1jk7ydnD5G2TfGidwrtRks+s077mnb5Ypi+W6Ytl+mKZvlimL5bpi2Xr1Rff1t0ut55zcuFNQ18s0xfL9MUyfbFMXyzTF8v0xbK5y4U3yxWolyS5xYrpmye5dOUK3f28JM9bz6CSpKr2dPfO9d7vPNIXy/TFMn2xTF8s0xfL9MUyfbFMX3AIufAmoC+W6Ytl+mKZvlimL5bpi2X6Ytk89sWmeIhUkncmOa2qbllVJyZ5RJJzNzgmAABYD3JhAIANtCmuQO3ur1fVE5K8IcnVkvxpd79/g8MCAICZkwsDAGysTVFATZLufn2S1290HIex7rdKzTF9sUxfLNMXy/TFMn2xTF8s0xfL9AVXIRfeFPTFMn2xTF8s0xfL9MUyfbFMXyybu77YFA+RAgAAAADYCJtlDFQAAAAAgHWngHqIqrp/VX2oqj5cVU8+zPJrVNXLh+XnV9Wpw/xTq+ryqnr38HrOim3OrKoLh23+sKpq/T7R8VlDPzxqRR+8u6qurKozhmVvHdo8uOzG6/upjs8q+uL7qupdVfX1qnrIIcvOqqqLhtdZK+ZvumMiOf6+qKozqupfqur9VfXeqnr4imUvrqqPrjguzlivz7MWazwurljxec9dMf+Ww9/TRcPf14nr8VnWag3Hxb0O+b74SlU9eFi2qMfFE6vqA8PfwZuq6ttWLNtq3xeH7Yst+n1xpONiob4vmG+rOFa3RB6cyIVXOt5/54dlW+3fNrnw8nK58PJyufDycrnw8nK58PLyzZELd7fX8MpkUP6Lk9wqyYlJ3pPk9oes8/NJnjO8f0SSlw/vT03yvpF235Hku5NUkr9L8oMb/Vln1Q+HrHN6ko+smH5rkp0b/flm0BenJvmuJC9J8pAV809K8pHh5w2G9zfYjMfEFPriNklOG97fNMllSbYP0y9eue5meK2lL4ZlXxpp9xVJHjG8f06Sn9vozzrrvlixzklJPpfk2gt+XNxrxWf8uSz/G7IVvy/G+mIrfl8cti+G6YX5vvCa79cqj9WFz4PX2heHrCMX3nr/to31xVb8t+2wfTEsW5h/29baFyvWkQtvve8LufBR+mKYnpvvC1egXtVdk3y4uz/S3QeS/GWSBx2yzoOSnDO8/6sk9znSGZCqOjnJ9br7X3rym31JkgdPP/SpmlY/PDLJX8w00tk7al9098e6+71Jrjxk2x9Icl53f667P5/kvCT336THRLKGvujuf+vui4b3lyb5dJId6xP2TKzluDis4e/n3pn8PSWTv6+FPi4O8ZAkf9fdX55dqDO3mr54y4rPuDvJzYf3W/H74rB9sUW/L8aOi8PaxN8XzDd58DK58DK58DK58DK58DK58DK58DK58LKFyYUVUK/qZkk+sWL6kmHeYdfp7q8n+c8kNxyW3bKq/rWq3lZV91ix/iVHaXPerLUfDnp4vjlpfNFw6fVvbZJL71fTF8e67WY8JpK19cU3VNVdMznzdPGK2U8fLtd/VlVdY21hrou19sU1q2pPVe0+eJtOJn8/S8Pf0/G0uVGmclxkcvXOod8Xi35cPDaTs+hH2narfF+s7Itv2KLfF4f2xSJ9XzDf5MHL5MLL5MLL5MLL5MLL5MLL5MLL5MLLFiYXVkC9qsMlMb3KdS5Lckp33ynJE5P8eVVdb5Vtzpu19MNkYdXdkny5u9+3Yvmjuvv0JPcYXo9ea6DrYC2/v7FtN+MxkUwh7uEM4kuTPKa7D56BfUqS2yW5Sya3bDxpLUGuk7X2xSndvTPJjyd5dlV9+xTa3CjTOi5OT/KGFbMX+rioqp9IsjPJ/zzKtgt/XBymLw7O33LfFyN9sUjfF8w3efAyufAyufAyufAyufAyufAyufAyufCyhcmFFVCv6pIkt1gxffMkl46tU1Xbklw/yee6+6vd/dkk6e4LMjlDcJth/ZWXHx+uzXlz3P2wYvk3nUHr7k8OP7+Y5M8zuZR73q2mL4512814TCRr64sM/5F6XZLf7O7dB+d392U98dUkL8riHxcHb8VId38kk/HQ7pTkM0m2D39Px9zmBlpTXwweluTV3f21gzMW+bioqvsm+Y0kPzJ8viNtu9DfFyN9sSW/L8b6YsG+L5hv8uBlcuFlcuFlcuFlcuFlcuFlcuFlcuFlC5MLK6Be1TuTnDY8zevETBKfcw9Z59wkZw3vH5Lkzd3dVbWjqq6WJFV1qySnZTJo/GVJvlhVu4bbdH4yyWvW48OswXH3Q5JU1QlJHprJ2BYZ5m2rqhsN76+e5IFJ3pf5t5q+GPOGJN9fVTeoqhsk+f4kb9ikx0Syhr4Y1n91kpd09ysPWXby8LMyGbdkoY+L4Xi4xvD+RknunuQDw9/PWzL5e0omf18LfVys8E1jxC3qcVFVd0ry3EwSg0+vWLTlvi/G+mIrfl8coS8W7fuC+SYPXiYXXiYXXiYXXiYXXiYXXiYXXiYXXrY4uXDPwVO55umV5AFJ/i2TM+e/Mcz73eEXmSTXTPLKJB/O5Glwtxrm/1iS92fyRLF3JfnhFW3uzOTAvjjJHyWpjf6cs+qHYdk9k+w+pL3rJLkgyXuHfvqDJFfb6M85pb64SyZnVfYn+WyS96/Y9qeHPvpwJpfeb9pjYi19keQnknwtybtXvM4Ylr05yYVDf/xZkm/Z6M854774nuHzvmf4+dgVbd5q+Hv68PD3dY2N/pyz7Ith2alJPpnkhEPaXNTj4o1JPrXi7+DcFdtute+Lw/bFFv2+GOuLhfu+8Jrv1yqO1S2RB6+lL4Zl94xc+OC2W+3fNrmwXFguLBdeU19s0e+LTZEL17BjAAAAAAAO4RZ+AAAAAIARCqgAAAAAACMUUAEAAAAARiigAgAAAACMUEAFAAAAABihgApsWlV1RVW9u6reV1WvrKprz3Bfv1tV9x3e/8qx7qsm3lxV1xumf6mq9lbVy6YQ209V1U1XTL+gqm5/nG09oaoes9aYAACYnU2WB39LVT23qi6uqvdX1dur6m6zifaw+z+1qn78OLZ7cVU9ZBYxAZuPAiqwmV3e3Wd09x2SHEjy+NVsNBQzj+n7r7t/u7vfOEz+SpJjTVIfkOQ93f2FYfrnkzygux91SGzbjrHdJPmpJN8ooHb3z3T3B46jnST50yS/dJzbAgCwPjZTHvyCJJ9Lclp3f2cmueuNVrPh4eKtqqsd4/5PTXLMBVSAlRRQgUXxj0lunSRV9cThbPz7qupXhnmnDld8/kmSdyW5RVU9sqouHNZ75rDe1Yazze8blv3qMP/FVfWQqvqlTIqVb6mqt1TVY6vqWQeDqKrHVdXvHya+RyV5zbDOc5LcKsm5VfWrVfW0qnpeVf1DkpcMsf5jVb1reH3PivZ/fYjrPVX1jOGs+M4kLxuuQrhWVb21qnYO63/TZxzmf6mqnj60s7uqbpIk3f3lJB+rqrtO5bcCAMCszW0eXFXfnuRuSX6zu69Mku7+SHe/7hjj/dJwJez5Sb67qs6sqrdV1QVV9YaqOnnY9tZV9cYhx33XsP9nJLnHkCv/6vA5/2dVvbOq3ltVPztsW1X1R1X1gap6XZIbz+B3BWxSx3OlE8BcGa7a/MEkf19VZyZ5TCaJWiU5v6reluTzSW6b5DHd/fM1ueX9mUnOHJb9Q1U9OMknktxsOJufqtq+cl/d/YdV9cQk9+ruz1TVdZK8t6p+vbu/Nuz7Zw8T5t0Pzu/ux1fV/Ve08bQhju/t7strclvU/br7K1V1WpK/SLKzqn4wyYOT3K27v1xVJ3X356rqCUn+j+7eM8R8sF8O+xm7+2+SXCfJ7u7+jar6v5M8LsnvDbHuSXKPJO845l8GAADrZhPkwd+Z5N3dfcVhYl9VvMO610nyvu7+7aq6epK3JXlQd++rqocneXqSn07ysiTP6O5XV9U1M7lo7MmZ5MoPHNo6O8l/dvddquoaSf55uJDhTsN+T09ykyQfyOTuLABXoAKb2rWq6t2ZFPw+nuSFSb43yau7e393fynJX2dSDEySf+/u3cP7uyR5a3fv6+6vZ5JsfV+SjyS5VVX9P0OR8ws5gu7en+TNSR5YVbdLcvXuvvAwq57U3V88QlPndvflw/urJ3l+VV2Y5JVJDo5net8kLxquEk13f+5IsR3hMyaTW71eO7y/IJNbmw76dFYMCQAAwNzZTHnwmNXGmyRXJHnV8P62Se6Q5LyhD34zyc2r6rqZFIBfPcT3lYN58yG+P8lPDtuen+SGSU4b+uAvuvuK7r50+GwASVyBCmxul3f3GStn1MHLLw9v/8pVD7dCd3++qu6Y5AeS/EKSh2VyNvtIXpDkqUk+mORFI+t8vapOOHjr0lFi+9Ukn0pyx0xOdH1lRcx9lFhWOlJffK27D7Z1Ra7678E1k1z+zZsAADAnNkse/P4kdxzJg1cbb5J8ZcVVrJXk/d393VdpbHhY6ypUkl/s7jccsv0Dcmy5NrCFuAIVWDRvT/Lgqrr2cKvPj2YyLtShzk/yX6rqRjUZiP6RSd5WVTdKckJ3vyrJbyW582G2/WKS6x6c6O7zk9wik8Hp/2Ikrg9lMu7palw/yWVDkvnoJAcHyv+HJD893OKfqjrpcPEc7TOuYv+3SfK+VcYKAMB8mLs8uLsvzuQq2d85WOCtqtOq6kHHEO+hPpRkR1V999De1avqO4eHtV4yDEeQqrrGkDcfmiu/IcnPDUMBpKpuM+z/7UkeMYyRenKSe60iFmCLcAUqsFC6+11V9eIsj9/5gu7+16o69ZD1LquqpyR5SyZnoV/f3a8Zzrq/qJaf9vmUw+zmeUn+rqou6+6DidUrkpzR3Z8fCe11Se6Z5MOr+Bh/kuRVVfXQIb79Q8x/X1VnJNlTVQeSvD6TM/4vTvKcqro8yTfOxI99xlXs/+5JfmcV6wEAMCfmOA/+mST/O8mHq+rLST6b5L+tNt7DfM4DNXmQ6h9W1fUzqWs8O5OrXR+d5LlV9btJvpbkoUnem8ndYO/JJG/+g0yGr3rXUNTdl8lzBl6d5N5JLkzyb1ndhQfAFlHLd3ACcLyq6rVJntXdbxpZfnKSl3T3/dY3smNTVXdK8sTufvRGxwIAwPw7Wh4MsAjcwg+wBlW1var+LZNxqEaTxu6+LJMHQ612bKaNcqNMbtkCAIBRq82DARaBK1CB/5+9+w5vqnoDOP49SbonpYtSCpS9lSGIgkxZKoKA4M+BGxQRBQe4N25UQAGVpSAKyBSZDmQIsmVUoBQKhZbuvZLz+yOhlFFGSZsU3s/z5IGe3nvPe5s2eXPuPe8RQgghhBBCCCGEECWQO1CFEEIIIYQQQgghhBCiBDKAKoQQQgghhBBCCCGEECWQAVQhhBBCCCGEEEIIIYQogQygCiGEEEIIIYQQQgghRAlkAFUIIYQQQgghhBBCCCFKIAOoQgghhBBCCCGEEEIIUQIZQBVCCCGEEEIIIYQQQogSyACqEEIIIYQQQgghhBBClEAGUIUQQgghhBBCCCGEEKIEMoAqhBBCCCGEEEIIIYQQJZABVCGEEEIIIYQQQgghhCiBDKAKIYQQQgghhBBCCCFECWQAVQghhBBCCCGEEEIIIUogA6hCCCGEEEIIIYQQQghRAhlAFUIIIYQQQgghhBBCiBLIAKoQQgghhBBCCCGEEEKUQAZQhRBCCCGEEEIIIYQQogQygCqEEEIIIYQQQgghhBAlkAFUIa5ySqlpSqm3bf/voJQ66uiYKjql1G6lVAdHxyGEEEII4Ywk/7Q/yT/tp/jvpxBCXCoZQBXCySilRiulfjmrbX8JbQPt3LdWSmUppTKVUklKqdVKqbsvY/8yT5CVUjFKqRxbjPFKqalKKe+y7PNsWutGWuvfbfG8rpT6rjz7F0IIIYSwJ8k/L9rHNZd/KqXqKqV+UkolKqXSlFI7lVLPKqWMZdnvJcamlVK1HR2HEOLaIgOoQjifP4GbTiUnSqlQwAVoflZbbdu29tZMa+0N1AOmAeOVUq+VQT9X4nZbjM2BVsDLl3sApZTJ7lEJIYQQQlRMkn9e3DWTfyqlagF/A7FAE621H9AfaAn4XOaxzjnnivJzEEKI4mQAVQjnsxlrwnqd7ev2wG9A1FltB7XWcQBKqfpKqZVKqWSlVJRSasCVBqG1TtRazwSGAqOVUpVtfT2olNqrlMpQSkUrpR63tXsBy4Aw29X5TKVUmFLqBqXUBqVUqlLquFJqvFLK9Urjs8V4zNZnY1sMYUqpRbafwwGl1KOntrVdqZ+rlPpOKZUODFZKuSmlximl4myPcUopN9v2gUqpJba4k5VSa5VSBtv3YpRSXZRS3YExwN22892hlOqvlNpSPE6l1Eil1AJ7nLMQQgghRBmQ/PPSY7wW8s83gPVa62e11sdt5x2ltb5Ha51qO/4dylpWIFUp9btSqkGxvmOUUi8opXYCWUopUwltYUqpeUqpk0qpQ0qp4cWOYVRKjVFKHbQ971uUUtWUUqcG8HfYzv9u2/a3KaW22+JZr5RqWuxY1yulttqOMwdwL+XPRQhxDZMBVCGcjNY6H+sV3/a2pvbAWuCvs9r+hKLEcSUwCwgGBgETlVKN7BTSQsAE3GD7OgG4DfAFHgQ+VUo111pnAT2AOK21t+0RB5iBZ4BA4EagM/CEPQJTSlUDegLbbE2zgaNAGNAPeFcp1bnYLr2BuYA/8D3wEtAG6weDZrZzPHU3wUjbsYKAEKyJqi7ev9b6V+BdYI7tfJsBi4CaxZNI4F5gph1OWQghhBDC7iT/vHTXSP7ZxRbzeSml6mI97xG2WH8BFp81SD0I6AX4a60Lz24DLMBiYAdQFetzNEIp1c227bO27Xtifd4fArK11qd+H5vZzn+OUqo58C3wOFAZmAQssg1WuwILbD+LAOAn4K5S/VSEENc0GUAVwjn9welktR3WBHbtWW1/2P5/GxCjtZ6qtS7UWm8F5mFN4K6Y1roASMSacKC1Xqq1Pqit/gBW2OIpaf8tWuuNtthisCY0t1xhWAuUUqlYk/o/sCaq1YCbgRe01rla6+3A18B9xfbboLVeoLW2aK1zgP8Bb2qtE7TWJ7FebT+1fQFQBaiutS7QWq/VWp+RwJZwvnnAHKxJK7YPEjWAJVd4zkIIIYQQZUnyzwu7lvLPysDxC3z/bmCp1nql7bn6CPAA2hbb5nOtdaztnM/X1goI0lq/qbXO11pHA1OAUzV2HwFett35qrXWO7TWSSXE8ygwSWv9t9barLWeDuRhHahug/Xu6nG2n+lcrHdcCyHEZZEBVCGc05/AzUqpSlgTi/3AeqCtra0xp+tPVQda26arpNoSu/8BofYIRCnlgvXKcrLt6x5KqY22aUWpWK8KB15g/7q2qUgnbFOX3i1pe6XUV8WmX425QFh3aq39tdbVtdZP2JKwMCBZa51RbLvDWK9onxJ71nHCbNsU3z7M9v8PgQPACttUsRcvEM/ZpgP3KKUU1oT4R1tiK4QQQgjhrCT/vAbyT6VUu2Lnu7uEYyVhHcgtyRnnoLW2YD3PC5332W3VsZZeKP47NAbrnbcA1YCDF4ihuOrAyLOOVc0WZxhw7KyB6MPnO4gQQlyIDKAK4Zw2AH7AY8A6AK11OhBna4vTWh+ybRsL/GFL6E49vLXWQ+0US2+gENikrPWZ5mG9yhyitfbHOmVH2bY93xXyL4F9QB2ttS/WxEidZzu01kOKTb969zLjjAMClFLFC9tHAMeKd3GefaqftX2cLZYMrfVIrXUkcDvw7FnTsUo6JlrrjUA+1jsj7kGm7wshhBDC+Un+eQ3kn7a7Wk+db0klF1Zx4WnuZ5yDbdC2Ghc+77PbYoFDZ/0O+Witexb7fq0LxFBcLPDOWcfy1FrPxnonbVVbjKdEXOJxhRCiiAygCuGEbFe0/8Fa+2dtsW/9ZWsrvvrpEqCuUuo+pZSL7dHqrBpIl00pFaCU+h8wAXjfNmXGFXADTgKFSqkewK3FdosHKiul/Iq1+QDpQKZSqj7WRQHsTmsdi/UuifeUUu62wvEPY601VZLZwMtKqSClVCDwKvAdFBWir21LttKx1tIyn+cY8UANZSvwX8wMYDxQqLX+60rOTQghhBCirEn+efmu4vzzNax3Hn+olAq1xVZbWRfD8gd+BHoppTrb7hYeiXXK/PrL6GMTkK6sC0t5KOuiUY2VUq1s3/8aeEspVUdZNVW2RcWwnn9ksWNNAYYopVrbtvVSSvWyDWxvwDoYP1xZF67qy+naukIIcclkAFUI5/UH1qL8xZOftba2ogTWNmXoVqz1guKAE8D7WBPN0tihlMrEOn3oEeAZrfWrxfoajjVpSsF6dXtRsVj2YU0Ko23TZ8KAUbbtMrAmN3NKGdelGIS13lMc8DPwmtZ65QW2fxvrB4WdwC5gq60NoA7Wq++ZWBOviVrr389zjJ9s/yYppbYWa5+Jdaqb3H0qhBBCiIpC8s/Ld9Xln1rrg1gX36oB7FZKpWG9C/gfIENrHYW13uoXWGvV3g7crq2LkV1qH2bbftcBh2zH+RrrXdAAn2B9zldgHUz+BmudVYDXgem253uA1vofrHVQx2P9HTkADLb1kw/0tX2dgrV+6/zL+HEIIQQA6hJqUgshhLhMSikPrCvGNrfVEBNCCCGEEKLMSP4phBBlR+5AFUKIsjEU2CzJqxBCCCGEKCeSfwohRBkpswFUpdS3SqkEpdS/xdoClFIrlVL7bf9WsrUrpdTnSqkDSqmdSqnmxfZ5wLb9fqXUA2UVrxBC2ItSKgZ4Gms9KCGEk1NKdVdKRdnykHNWPFZKPauU2mPLUVYrpYovnGFWSm23PRYVa6+plPrblr/MUUq52trdbF8fsH2/Rnmcoyh/kgsLIcqT5J9CiNKSXPjSlOUdqNOA7me1vQis1lrXAVbbvgbogbXeSx2sKzx+CdYkE2sB69ZYCz2/dirRFEIIZ6W1rqG1rq613uboWIQQF6aUMmJdrKQH0BAYpJRqeNZm24CWWuumwFzgg2Lfy9FaX2d73FGs/X3gU1vOk4J1URFs/6ZorWsDn9q2E1enaUguLIQoJ5J/CiFKQ3LhS1dmA6ha6z+B5LOaewPTbf+fDtxZrH2GttoI+CulqgDdgJVa62StdQqwknMTUSGEEEKI0roBOKC1jrYtNPED1rykiNb6N611tu3LjUD4hQ6olFJAJ6wJJpyb85zKheYCnW3bi6uM5MJCCCGEqAAkF75E5V0DNURrfRzA9m+wrb0qEFtsu6O2tpLahRBCCCHs4XJzjYeBZcW+dldK/aOU2qiUOpUYVgZStdaF5zlmUX+276fZthfXBsmFhRBCCOFMJBe+RCZHB2BzvtFmfYH2cw+g1GNYpzzh5eXVon79+vaLTlyV4o4exatQ4+Hickb70cx0atSpjcFQ8vWF9PR0Ek8cx8NkxKw1hSiqRlTH5axjlZXEkwmY8jLw9XA9o/1Yag4h1Wrg6upawp7O6diRI/gphZup2EuShtiMdGrWrUsFuSAlLkFhYSGHY2Ix54PCiEXlEVIlCH9/f0eHJi7Bli1bErXWQeXZZ5dbvXVSkrnU+2/fmrsbyC3WNFlrPbnY15eTa9wLtARuKdYcobWOU0pFAmuUUruA9Asc85L7E9cUyYVFuTscfRifQk9MhtP5lwYSChKp06DOBfdNSU4hKSERN+WCGQuYFOHVq2Eylc/Hy+PH4nDN0XiY3M5oP5GbQvU6kRiNxnKJw15iDh7CX/tgVKfj1mgSCpKoXf/Cz4WoWPLz8zkcEwuFRkBhUfmEhYfi4+Pj6NDEJZBc+NrOhct7ADVeKVVFa33cNi0pwdZ+FKhWbLtwIM7W3uGs9t/Pd2DbL8BkgJYtW+p//vnHvpGLq87WrVuZMHI0L7bqgIstyVp/JJrtlVz5YPznJe4XFxfHqPsH8uGjvfF0tQ6YRp1I5Kv9J5n60/xyGew7duwYzz90N+P6NsXLzRrDv7GJTNmbx5RZcy+yt/PZuHEj0155lTFt22KyPRe/HTzIf6EhvPF+hSmJIi7BoL4P0sj8MEGekQAUWvLZkTud6T9+QmRkpIOjExejlDpc3n0mJ7mwdn3XUu/v474gV2vd8gKblJSDnEEp1QV4CbhFa513ql1rHWf7N1op9TtwPTAP6xRsk+3KevFjnurvqFLKBPhx7jRvcfWSXFg4jZUrVvL9mGncXeVODMp648BfJzfi1S2AF18fXeJ+e/bs4Y0HX2Boq764GK0fJ/cmR7Ml+Bhfzphc4n72tHv3bt5+5HmG172jKIYdCQfYEZrK519/WS4x2Byo43wAACAASURBVNOShYtZ9M4cBoT3Knou1pxYT+U7qvPMC886ODphLxaLhdu7DKA1T+PvXgWAPHM228xTmb9sGkFB5TouJ0pBcuFrOxcu7wHURcADwFjbvwuLtQ9TSv2AtUh+mi2xXA68W6xY/q1Aye/mQlyG5s2b0/Xh+xg9ZSr1fANIyM3CLbwK7777wQX3+2XRQu6sHVY0eApQLzSQSnsPEx0dTa1atco6dKpWrcpDo17lyY/eoUmwB6m5haQYfXl33MQy77sstGnThv2DBjJyxgwaBgQQl5WFV/XqvPPqq44OTdhRXFwc8Yeyaep5eqDUZHAl1NyGn2Yv4IWX5AOCOJcmD7M+WJZdbAbqKKVqAseAgcA9xTdQSl0PTAK6a60TirVXArK11nlKqUDgJuADrbVWSv0G9MNaR+rsnOcBYIPt+2u01hXiqruwC8mFhdPo0rULB/buZ+L304gwhXHSnES15jV4efSF348XzJ5HF/8WRQOXAA0CIllx4B+Sk5MJCAgo48ihUaNG9H/mQcZ+NoXa7iEkFWTgGu7HBx+NK/O+y0KvO27j4H8H+WLuTKq7hnG84CSRN9TlyWeGOTo0YUd79+7FnORbNHgK4Gb0JDCrOb8s+ZUHHrzPgdEJZyW5sPMoswFUpdRsrFfMA5VSR7GuIDoW+FEp9TBwBOhv2/wXoCdwAMgGHgTQWicrpd7C+oQCvKm1rhAj08KxLBYLUyd/zeLZ86DAQmB4KM++PpqGDc9cTG7gvfdyR9++REVFERgYSLVq1Uo44mk5mRmEuZ47Vd/LxYWcnBy7ncPFdO56K+1u6cDevXvx9vYmMjKyQk91v++hh+gzYAD79+8nODiYqlVLX+JtzarVfP3pF+SmZ+Lq5cng4UPp3rOHHaOtGFb8uoIJH0whOyUHT393nnj+Ubr16OaweHJzczHhfk67yeBBZsb5ZnmI8nb8+HHeGDOWPdv+Qxmh6223MGr0CNzdz33eyo0GZSnDw2tdqJQaBiwHjMC3WuvdSqk3gX+01ouADwFv4Cfb6+wR2yqjDYBJSikL1rryY7XWe2yHfgH4QSn1NtaVS7+xtX8DzFRKHcB6tX1g2Z2dcCTJhYUjFRQUMOGTCSyfvwJdqKlevzqj33mRGjVqFG2jlGLo00/wvwfv5eDBg4SGhlKlSpWSD2qTlZFFhOnc0jvuBldyc3PPs0fZ6DugHz1u70VUVBQBAQFERESUW9/2ppTi6edG8MCjgzl06BBhYWGEhISU+ngL5y1k2vhp5Gfm4V3Zh2Gjh9HulnZ2jLhimPvjfL79Yia5GQX4BXsz6tWnuOnmmxwWT3Z2NkaL2zntJu1GVmb2efYQ5S06Opo3x7xP9L5YjC6K2/t3Y/izT5RbeZLzklzYaagKMtB7WWTakvji43EcW7qFu2rciIvRRFxGIlNif2fCT9MICwu7omPv3LmTr196ltc7tyoasEzPzWPU6m3M/mWFY19cBevXrePLF95iWKMO+Ll7kpmXy5d7f+eel5+hc9fST32oaP74/Q/ef3ICHd0G4mnyJqcwizV5P/Dc+KF07NjBITFZLBa6te9DZPZAPFx8i9p3Zf7IO98MpU2bNg6JS1jl5ubSu+vdVE3qQqhXbbS2cDBrIwE3pvHVt9ayJkqpLReZAmR31zf31H+sLX39Nz/vneUesxCOJrmweOW5V8lYnUVb//YYDUaOZsWygqXM+vV7/Pz8rujYa1avYf6r3zKo+umLskk5qczMWsOPy8unnJUo2eIFi5n1xvf0DbwTD5MHafnp/JQyl1emvEqLFi0cHV65mffTz3z76s/c6N4PV6M7mQWprDPP4tNZb9K0aVOHxJSXl8etN/XlOv0QrkYPALTWbMmdxqR571C3bl2HxCWskpOT6df9furk9KayezgWbSYq63ca3+HDW++/BkgufK0reZUcISqo/Px8Vs//hQGRNxVNLQrzCaSHfxN+mP79FR+/SZMmRLTpwKurNvPnfzEs2bWf51dsZsSrb8rgqROYNn4Sj9Rri5+7JwDebu48Uu9mZkyc4uDIytfkT76lnWtfPE3eAHiYvGjn2pcpn0x1WEwGg4F3P32FvXxHdNp6jqbvZGf2bFr1qE7r1q0dFpewWr58BZ5JtQn1qg2AUgZqe7fl4NYEYmNjL7J32VGAsqhSP4QQ4lqTnJzMjt920C6gI0aDtbZ8uFc1GuU1ZcG8BVd8/A4dO+DVIpRph5eyLWEfv8X9w9fxS3n5w9dl8NQJTBs/jT6BvfEwWQfo/Fx96eXTg2/Gfe3gyMrXt1/MpI37XbgarbNovF38ac7tTPr0W4fF5ObmxsvvPsM281QOpm/icPp2tuROp9e9N8vgqROY99MCAtObU9k9HACDMlLfqxNrl28hLS3NYXFJLuw8ZLRHXHVSU1Op5OJZVID9lAjfIFYcjLni4yulGPXSy+zZ05c/16zC28eX8e/1kqLfTiIpPoGQJmdeYKvk4U1mquPe9BwhKSEVX5cza5D5ulQi+WSqgyKyatWqJQtWzWTxol9ISUqlU9fnadKkiXzgugz79u1jxqTvOR57nDYdbmDQ/QPx9fW9+I4XEXPgCF6Wc6cLepqDiIuLu6QSJ2XDDaO6ktrSO+wWiRBCVAQJCQkEGALPaQ9xqcLh/658/RODwcDYzz5k27ZtrP/9L2oFN+Kp29+84jtbhX3kZeTiGeB5RluoRyhxscscFJFj5GTk42a7y/OUym5V2XvoFwdFZNX11i40bdaEJYt+ISszm24936JevXoOjami2bFjBzMmzSIpIZkOPdsxYGA/PD09L77jRURHxeBnOrOMiVIKLxXEyZMnHfgaJ7mws5ABVHHVqVy5MqnkkluYj7vJtaj93+QjNO7Y3G79NGzY8JyaqsLxatarw39JcdStfLpUQ2xaIqHVSl9TtSKqUTeC+G2xhHicHvSKzz1KjWaOGgQ7LSAggAcG3+voMCqktX+s5Z2nPqalpQtNXJuwc/dufpn/IDMXTL3iQdTrWjZh5dTZRNCkqE1rTbrxCHXqlH7a0BXTeVjMZVo4XwghrioREREk6BOYtRmjMha1xxQepEubTnbpQylF8+bNad7cfrm1sI/KYZVJSk2isnvlorb96Qdo1LqRA6Mqf5VD/ciIS8an2A0FsVn7aNaxsQOjsgoJCeHhRx90dBgV0oL5i5j4ygyacis1TC1Y/cE2fpn/GDPnfYOb27n1ZS9Hyxuv47tf1xNEjaI2izaTZThxRetzXDHJhZ2GTOEXVx2j0cjg4UOYGPUrR9NPUmAuZN3R3Wy0HKHfwAGODk+UsSEjn2ZazGZ2xR+m0GJm78mjTDqwnqHPX1srvD/z0jA2mBYQm7UfszYTm7WfDYafGfGSrOZaUWmt+fC1T+nuci/Vverg4+LHdb5tqXq8EbNnzrni47dr1w7fennsy/iDfHMuWQUpbMuaR/d+7ctlReULslzBQwghrjGenp7c9XBffk78kaTcJPLMeWxK3kBCyHG6O3AxSVE+hr/0NHPT5xOTEYPZYmZfyj7WmH/j8WeGODq0cjXyteGst/zAiZwYzLqQmMzdRPmsZuiIRx0dmiilgoICxo+dTCe3wVTxqIGPiz/XeXfEdDCEX5Zc+R3WvW7viSU8lgPpGyi05JOef5J/smfzwNC78fDwuPgBypLkwk5BBlDFVal33zt54pOXWe5xhE9OrCSvfTiT58ywyzRXcflyc3NZtuwXZn0/k/3795dpX7Vr1+bD6ZNZ5ZLM8HU/sMQSxzvfTKBxY8dfbS5P9erVY9K8z6BzHGt8vkV3PsZX88ZRv359R4cmSikzMxNLmgEvk88Z7bU8GvH3H5tL2OvCsrKyWLRoMd9/N4vY2Fi+/f5Luo+ow4HAOSTUXMmT7/fh+ZccfPFBg7qChxBCXIseHvIwj3z8EJvC1rLAdQ4R94Xx9Zyvr/gOLVE6mZmZLFq4iNnfz+bIkSNl2leLli14b/pYNgZt5sO4TzhQL5oJP04kIiKiTPt1Nm3atOaLOe9S2DaKDX5TCeydwfQFXxEeHu7o0EQpxcXF4V0QhIvB9Yz2asYGbPhtU6mOmZaWxvz585k96wdSUlKYOXcKNz8ezL6AWaTX+4uXJjzKg4/cb4/wS09yYaehtL76fqKy8qgQzuPAgQO8PPxR2kW4EuJl4LfoLCKad+D5l98ok7qX2dnZjHj0UYKyMmjo68N/GVkcMbnw2TffyAC6qNAKCwvp0bo3/YzDzqjxHJMZhaFHEm999MZlHW/Hjh08/fAYKmU2xGTxINFtN70f6MiIUSXfpeyIlUdbXF9Jr/ut9FNOPSrNl5VHxTVHcmEhnMe2rdt4ffgLtHSPwFO5sjk7ho4Db+Pxp54ok/5SUlJ44r7HCUrxpooKJEYfR9dw5YtvJ8oAuqjQ0tPTuav9fXQzPnHG58iojC00fsyH4SMvb6bdn3+s5ZURY6mc3QSDdiHRfScPP3s39w2+p8R9JBe+tkkNVCFEmXpnzLO80S2c6kHWu+Z6Nde8veRP1q9fz0033WT3/r796ktaK02vVi0A6Ays3n+QSZ99xnOvvGL3/oQoLyaTiZ4DbmXDjOXc6HUrBmUkqzCDLaY1fP7YB5d1LIvFwnNPvkqzwnvx8vEHoLZuzeJpM+jSvYNT3bGtdR6WQqn7JIQQouKxWCy8Neolnq7enUoe1ly4g27GuB+W0L5LRxo0aGD3Pj955yNaZ9XnujDrWg03Aqtj1jPz2+k8MvQxu/cnRHnx9fWlZcem7Fq2lsZeN2NQBtLyk4j2XM+b/5tyWcfKy8vj1ZHv0Uo9jJuvFwB1dBu++WQynbre4tiap2eRXNh5yBR+IZxAQUEB0dHRpKSklEt/WmuOHj1KXFxcmfYTHx+PpzmjaPAUrIsO9GkWwuql88ukz79WrqJrnTNXKexYqyab/vyjTPoTFdfJkyeJiYnBYqk4xYGGjxpGs/trMtc8noUFU/jd9wdeHj+KunXrXtZxDhw4gCkzAC8X/6I2pQyEFbbkl4Ur7B32lbPo0j+EEEI4vby8PKKjo0lPTy+X/iwWC4cPHyY+Pr5M+9m3bx9h+BYNngIYlIFb/OuxcumvZdLn9nVbaFb5zIHZm0NasuLnsulPVFzx8fEcOXKEijQr+Y33X6FWP0+WWb5geeFX/FtlIR9Pe5vQ0NDLOs7WrVvxy43EzehV1GZQRoJyr2P1yjX2DvvKSS7sFOQOVCEcbOmihcyY+Ak1K7lxIj2Xag2b89JbY3F3dy+T/vbv38/bo0dQyZCFRUOm0Z/XP/i8TOoiGY1GCs3nvmgXmC2YTK7n2ePKGYwGCi0Wih+90GJBKbleJKzS0tJ4acTzJO+Pw8fFnQSyGPXmGG5qd7OjQ7soo9HIMy88zfBRw8jNzcXT07NUpTBMJhMa8zntFgoxuTjZ9D6p3ySEEFe1WdO/Y87k6VR1CyA+L5XmnW7ihdfGYDKVzUfVbdu28c7zrxBQ6EaOOR+3sEq8+/lHBAcH270vk8lEoeXc99sCiwUXFxe79weAQaHRKE7nB4WWQoxl9PMUFU98fDwvPPkiGTFZuCpXcryzeGPc6zRr1szRoV2Uq6srr749hjGvF5Kfn4+np2epjmM0GrGoc/82tTLj4lpGf5ulJbmw05ARBSEcaNeuXSyY/CGT+jfk9Z71+GpgMxoVHuTjdy6vluGlysvL45URj/FKJ38+6Fefj/rXZ+SNHrz41MOYzee+gVypwMBADH6h/HskqajNYtHM3nKCHn0G2L0/gK6972Th3qgz2pZG7ad9d1l1VliNHj6K6xMDGFn3Th6r2Z0RVXvw8Qtvlfkd2fZkNBrx8vIqdR3hmjVrYgrMISXveFGb2VLAMZfN9L6rl73CtB9ZeVQIIa5Kf/z+B6smz+Wluv14pGZXxtTrR8H6w3z1+YQy6S81NZU3nnqBJ0Jv4Yk6tzKy/m10zY/guSHDy+QuvDp16pDiXkBcRmJRW4G5kN/S9tCj92127w/g5lvbsyFh2xltqxM2cPug3mXSn6hYtNYMf/BpmsS2YJDfA9zlO4jbC/vx4qOjy+0OcHswmUylHjwFaN68OTneR8ksOD0DtMCcS4L7Nrre2sUeIdqX5MJOQS5DCeFAP8+eziNtwnF3Pf2n2Pv66jz4/Vry8vLsXuh97dq13BRhIiLw9DSiOlX8aBp4kk2bNnHjjTfatT+AV8d+ygvDHqHWniSCvUysP5xJ5773cv3119u9L4B7Bw/mlX//5bW162ng58v+jEzcIqrz3pOXV1RcXJ3i4+NJiz7BdXXaFLV5u3rSybcRC3+az9Cnr43fE6UUn0/5gKEPPENsSigmiwcpLv8xdPRgatWqdfEDlCOl3DAYrySmnXaLRQghhH39+M1M7gq/EZPBCFjfn3pEtOKdn+cz7Nmn7d7fsiVLuckrkgCP0wuL1gusxpr9+9i/f/9ll8S5GKUU7038hOceHU6NRD+8lBs7s2O5f8Tj1KhRw659nfLUc08z8sAIph38mSqGQGIK44hsW5+B/xtUJv2JimXv3r24JLhR3a9mUZufqz/1M5uwfNly+t/d34HRlR+TycSnk99lxKOj8cqsjtIupLr9x8vvjyAwMNDR4Z1BcmHnIQOoQjhQanISgSEeZ7QppfBxN5Gbm2v3AdTU1BSCPM+9Yy3Iy0BaWppd+zqlSpUqTPtpMdu3byc1NZUBzZpRuXLlMukLwMXFhbGffcahQ4eIjo7mturVqV27dpn1JyqWtLQ0/F28zmmv5OpNTELSefa4etWsWZOlv81jy5YtZGZm0qJFC/z8/Bwd1rl0HrrggKOjEEIIUQZSU1KpVNnnjDYXgwmD2XqnXGlnWpTYX1IKfiaPc9r9TR6kpqbata9TIiMj+XHFQrZs2UJWVhajWrTA19f34juWkqenJ1/OnExUVBRHjx6lTp06ZVKqS1RMaWlpeGnvc9q98SElqXzW43AWTZo04de1P7N582YKCgpo1arVFd3VWmYkF3YaMoAqhAO16XArq36fwQM3nR7gi0/LpsDFu0wSqxtuaM1bMz/jzlYag8GakJotFv44mMXHLVrYvb9TDAYDzZs3L7Pjn0/NmjWpWbPmxTcU15TIyEiOFaaQU5CHR7Fan5vT9tPn1iEOjMwxjEYjN9xwg6PDuDBtewghhLjqtO3cnr9/3cst4adrLx5OO0FozXC7D54CtO3QjgnzVnMD9YvaCsyFROXE07hxY7v3d4oj3m/r1atHvXr1yrVP4fyaNGnCERVDgaUAF4O11qfWmii1m4G39HFwdOXPxcWFtm3bOjqMC5Nc2GnIAKoQDtS7T1+eWrqA3D/+o12tyhxNyWL2zmSef+/zMkkaIyIiuK7jnbw0fxH9rg/CbLHww5aTdOpzH0FBQXbvTwhnYzKZGPbyKMa9/jFd/Zvg5+rFppT9qPqBtGvXztHhiRIoqd8khBBXpfseHsxjqwaTfjiXRr7VOJqdyB/Z//Hht+PLpL+mTZtSpU0Dvv57FTdXrktOYT7Lk/5l8DOPO+edZ0LYmbe3Nw+NHMx3H0ynlaEtbkY3thdsocGtdWnUqJGjwxMlkFzYOaiyKJbtaC1bttT//POPo8MQ4pLk5+ezcsVytm1YS1CVcO64qz9VqlQp0z63bt3KyiXzMZpM3HpbX5o2bVqm/Ynz01qzYcMGfp2/DBdXF3oPvFOei3ISExPDgjnzSEtKoV23TnTo2AGDQdZVvBil1Batdcvy7LNFU0+9flHpy3C419xV7jEL4WiSC4uKJCcnh6WLl/Dvpm2E16pBnwF3lWm5J60169evZ82S5Xh4eXLHgL52r30qLo3FYuG3Nb+xatEafPx96HevPBflJSoqigVzFpKTmUO3PrfSpk2bMrmB52ojufC1TQZQhRDCQd555W3+W7aPlh7NKbQUsj73b3o+1osHH3/I0aEJcV6OSRor6Y2/dCz1/q7VfpakUVxzJBcWQjg7i8XCyCeeI35tJvWNzckxZ7PDuJbHXx9M7753ODo8Ic5LcuFrm0zhF0IIB9i/fz87lm3n/uB7iq721tKRTPl6GncO6EOlSpUcHKEQTkIK5wshhBBXnc2bNxO3LpVbfQYUtVW31Gbie5Po3qub3RfTFaLCklzYach8RVEhpaamsnLlStatW0dBQYGjwxFlRGvNzp07+fXXXzly5Iijw7Grv9f/TX3qnjFVxqiM1DbUZNu2bQ6MrOJLTExkxYoVbNq0CYvl0gsGpaens2rVKtauXUt+fn4ZRigujwZ9BQ8hhLgKnTx5slTvdaJisVgsbNmyheXLl3PixAlHh2NXf65cR6TlzIW7XAyuBBVUIyoqykFRXR3i4uJYvnw527Zt43JmHCcnJ7NixQo2bNiA2WwuwwjF5ZFc2FnIHaiiwpk35ydmjZ9EC98wsswFfFqQyrtffib1cq4y6enpPDfsEYL0SSIrm1g4OZeqjW9izOvvXhW1KitVrkSmIfOc9gwy5e7TKzB5/BTmf72EiIK65JoySQt4nwkzPyM8PPyC+y1ZuIQv355AHWpTaCjkfdNY3v3yPalJ6ySkcL4QQpw2efxklkxbTB1qkWnIYqzvWD6f9vlF3+tExZKQkMAzDw8lONuFQKMn03LG0fq2Ljz9/LNXRa3KwJBKxOrD57RnqTT8/f0dEFHFp7XmvTc+5I+f/yYkrw5ZrsmoqhlM+m78ResKz/z2O777/EeqFdQjz5jNO37v8/n0T4iMjCyn6MWFSC7sHGQAVVQoMTEx/DR+Cq9d1wNXo/XX90RGKi899Qxzli2+KgbWSrJu3ToWz/mO3Jwc2t3ak+49e7Fk0QLWr1mGt68fve9+gBo1avDDjKns372D6nXqcfd9D5Gamsq8Wd+SdPIELdt2ov/A/1WIVUY/HfsmfSJz6NykDgD3AeN+/ZtFC3/mzj53OTY4O+jUuRNfvjuRpjlNCPIIBOBwxhHS/DNo1qyZg6OrmLZv387SSavo7zUEg4f1teB4SizPPzGaWYtmlrhffHw8X731JY8EDsbV6ApASl4qLz05hp9/W4DJJG+VDqXcUabSF86Hf+0WihBCONq2bdtYPXUVjwY/iEFZ3+tiM48yetiLzFzwnYOjKztaa1avWs3i2fOxWCx0u+s2OnTswNwf5rBhzVoCg4MY+PD9+Pv7M+ub6URHHaBe00bc+/ADxMTEMG/6LDLS02nfvQt9+/fD1dXV0ad0UW88N4Y73OrRoGoEALdpzVdLV7D2xla0b9/ewdFdudv73M7sLwcTWdAQHxc/AA5m7cWvngcREREOjq5iWr16DZt+jKKb52MoV+sg+5Ej+3hl1BtMnPp5iftFRUXxw7gF3OUxBKO7EYCTGcd57vHRzF3xw1UxYF+hSS7sNORToahQli/5ha5BtYsGTwFCffwJ0+5ERUXRoEGDyz6m1pr09HQ8PDycNpmaOvkrdi37gQdaVcfLzYXFS76h61svM/iWCEa1DiU1+yTj3niS2MQcnuoQSZcmvsQmbWdw3+6EB7nxdPcIQht6sGbXHJ58aDETp87Bw8PD0adVIq01/25Zz+hHG53R/r8bw3lrwZyrYgDVw8ODT6Z9ysvDX8KQqDBjxivcm8+++PyqvhBQlhb+sJhm3Fz0gRKgikc1Nh0tID4+npCQkPPut2LZCq43NC0aPAWo5OZP1cxQduzYQYsWLco8dnEBllx0vtR9EkIIgMVzFtHWvfUZ73XVvMPJi8slISGB4ODgyz6mxWIhPT0db29vp71o+OFbYzm8YjvdQltgUIrlY7/jrVFj6FuzDQODG5F4NJ0X73+CnIICBtW4mYaedYldG8edM7tRyzeY/jVvwNcthL9mruDJpb/y1cypGI1GR59WiTIzMzkZfZQGjU6v+6KUokdYM5b++PNVMYAaGBjIe5Pf4I2R7+CS4UmeziGsaTCffPGho0OrsObNXEhjU/szBjwjPOuzdNtKcnNzcXd3P+9+i+cupXFhG4zq9N9EkHsVVKIrMTEx1KxZs8xjFxcgubDTcM53SCFKYLFYMHDuFTCjMpSq/tP6v9bxxbtjcc0rJKMgj7bduvD088/h4uJij3DtIj09nZXzZzHprusxGKznXjfQi5vDLfRvGYK3tyehlTyp6llIoH8OM//aRoCvIindQnZaNs8PbEy9mgEADGwXQd5vh1m88GcGDLzHkad1UYpz67UYDQqL5eqpx1O3bl3mLPuR48ePYzKZSvWhR5xWWGjGqM4dfFbacME6ThaLBaXPfV1RXHg/UX6UlG8SQgjA+l5nON97nSrde9avS3/ly/cn4JbvShbZ9Lz7NoY+PdSpLuYePXqUrcvXMbJOn6KBoTBTJVoRRseQRri5uxPg4YvXLkVQgTtzd63Ez8Wd1IJcsjJTuSeyG9UqhQJwZ2Qrvt+/jt9/+43OXbo48rQuqKTPPAZlwFJ49eQmLVq2YOHv8zh27Bienp4EBAQ4OqQKzWK2YODcCwMKwwVroZrNFtR5XlcMGKXGspOQXNg5OM87oxCXoEuPbqxJPIhFn34hT87O5Ig587LvPj148CCfj3mN52rdwGstuvBB6x7oTXsYN/YDe4d9Rfbt28f1od5k5uWzdNtB5m2KYt1/R+hSvxL7Y08y56/9LP3nMGt3HyPLmMUXTwXy1oOV+eKpIK6ra2TVjhOs2HKU2b8fYH9cGu0aBLBj81pHn9YFKaWo06QFG/9LOKN97uZjdOrZ10FRlQ2lFGFhYTJ4age3D+jJv5aNZySIiXnxGIPMVKlSpcT9Ot/ame2WXRRaCovaMgsyOaxiue6668o0ZnGJLFfwEEKIq0iv/r34O3vzGe918dkJqMrqgu9157N161amvPIVg70G8lDQ/3gi8CF2z9rO1Enf2jvsK/Lvv//S0K0q6flZrIn5h1WHNrMz/j9aVYokKuEIv+z/m3VH/uVA0jFMxnxeatyRYfXa8FzDdlTz8Gbj0X/DqQAAIABJREFUsSh+j9nFL/v/4XhGMs38wtm6fpOjT+uCfH198a4aSHTK8aI2rTWrjv9Lt7tud2Bk9qeUIjw8XAZP7eD2gT3YW7DujLa47Giq1Q+94OzDnn26sdew6YzP2Kn5SeT6pksNVGchubBTkDtQnUhubi5JSUkEBQU57VRyR6tTpw6d7r2LN2f8yI1+1cjSBWzKPM7rn3902VfK50yfSf+Ihvh7WOuBGpSBPnWb8cKqX8l7fhRubm5lcQqXLTg4mC0xJ/n73z10bxCAl6uRPbHH+Ts6m+rhbvS6yZukDE1CVjpvdalKoc7D00VRkKd5oJsfQ8cd5XFPCK1k4qvFh8k1u9Gg02BHnxZgLY5vNBrPW9T82dFv8Mzj97Mh+iC1KxvZFJuPJbAej/e/2wGRCmeRnZ1NamoqISEh50y9a9WqFa0HXsfPP31D9dz65Lhkctz3AJ9P/PSCtZvCw8MZNOIevv5sOo1pQL4qYK+K4rXPX7fra3FeXh6JiYnyGn+5tAKL1N4S4lpw6jU+ODjYaaeSO9oNN9xAs77XM23BTOrpOmQYsjjkFsO4Lz677GNNnzCNHn5d8DBZB1aMykiP4C5MmjmDh4c+YufISy84OJjtifv5679/uKlSXRSKQ4lHmZR4mBqVAmgTEk58+nHS8tLoGnYTheY83AwmlKWQPhGN+WjPH9ytWuPj4sak6EWYPDzo1ethR58WWmvi4+Nxc3M77wKir334LiMeHEL95AACDV7szImj5s3NnPrOWVH2MjIyyMjIIDQ09JzPvz179mDtqvWsXj2N4Jy65Lglkx4Yy5RPJlzwmE2aNKHrg+34efoUauQ2IteUxTGvKD798kO71j/Nzs4mJSWFkJAQeY2/HJILOw35rXUCWmvGfzyeZXN+xd9QiRSdzD1DBnHfQ/c5OjSn9OBjj9Lttl6sX7cOD09PRnTsWKpFkU7GHecWnzPv+jMoA34u7mRlZTnNAGrVqlU5dOIE0wfWISLAy9rm78aH63fy3uMB+HqY0Gim/mqgWrARjSY5w4yryYCfp4GqlV14tGsIKOh2nT9PfRNDeM26doktIyODmdMms/GPFXj5+NB7wEN0697jom+00dHRvPPKM7gXJGPWGuVdlSEjxvDrorns2rKJoJAqDHxoKFPnLGLDhg0cO3qU++5rTKNGjaSI+TWqoKCA9157n3XLNuJrqESGKYVhY4ZwW+/birZRSvHcyyPpf28Mf//9NwEBAbRv3/6S/pYH3TeIzt06s/bPtbi5u/FGh7fx9va2S+xaa778bCLLflhCgMGfJJ1Kv4cG8MAjg+X3+RIogxvK7UoK5++yWyxCiLJRWFjI2Nc/4M+lG/BRlchySWHIC49yZ987HB2a07G+1z1HTCne684WH3eCTh43ntHmYnCBAm2dQu4k0/hr165NdEIsb9UZQCU363uzKwbWp21lWL0bcDO6oDUsit5BZXcPzBYLaYU5uBqNVHJzJ8TdhzsimgLQNqgWL+9cRK16dewSW1JSEt9+OZl//lpPQGAggx4dTPtbbrnofrt27eKd51/GM1eTay6gcu1qPDpiGHNn/MDeHbsIrxHBQ8OH8MOyBaxdu5aTCQnc1qIFderYJ25R8WRnZ/Pq82+yc90+3PEm3zOD0e+M5JYOp+vhGgwG3h/3DlFRUWzbto3Q0FBuvvnmSxqsHPbsk/TufwcbN2zE18+X9u3fsduaGWazmQ/e/JDfF/+Fnwog3ZjMY889TN/+fexy/Kud5MLOQwZQncD3079n23c7eSjwMQzKQKGlkJ8/n0twWDDdundzdHhOKSwsjH79+1/RMVrc3JZ/Fq7mdh//oraMvBwyDfq8V4Ed5d9//6Vnq7q4enoSk5KNAVh14CQP9wwgMTOfqGO5uLlCdp5m474cerbyxd3VRF6+hX9jcnB3MbAtJpPMXDNhlT0Y0rshS7b+Rb9+/a4orvz8fIY/dg93NMxm8iMhpGYWMPGntzl6+CCPDHnqgvuNGfEQb/WpTGSVWgD8tfsEj/TrzruDWjN8QCRHkjIY9+6zpA4ZQ7ceva4oTnF1GDf2c44tSmegzzCUUuSb85j08jTCq4efM82+Ro0a1KhR47L7CA4O5q5+9l+gbM73P7Bz1iaGhz2AQRkwW8zMnryY4NBget4uv98XZcmDXCmcL8TV7PMPx3NwfjJ9vK2v8QWWfKa8MoNq1avKQn4lKO17XXE3tG/DrkV7aBl4fVFbYk4S/lUqOc3gKcDmzZu5rX5btIuB4zkpKGBXVgx3RjTmZF4Gqfk5eBpdyTIXEJ2eRLOAMFwMJvLMBWzNOEqAmxe7U+MosJgJ9vbnnma3sPmv9bRt2/aK4kpPT2fIoPvp7lWTl2t3JjE7nemvfEDC0BP0G1TyjKnU1FReffJZRtTqSJCXdfX5VdE7GNyjH8+2vIs7q/fiSGoCbz02ipGfvkmnTp2uKE5xdXjluTfIWONFD+8nAMjNyeKt4R8TsbDaOYs81atXj3r16l12H9WqVaNatWp2ibe4iZ9+ycF58UV5fIEln2lvzKRqRBitW7e2e39XHcmFnYbzvDNew36aNpeuAd2KCsKbDCZu9evOd19+7+DIrm59B/RnkyWDxft3kpCZzs7jRxi77XeeHP2cU90VZjKZsKAIC69Gzdp1qV6rLp4enuw7kstr3ySyZG0WUxenk5FlZvryVFZvy+R4UiF/7c5m4sJkok/k89WKkyzfns4rs4/yz4F0TKYrXyRrxfJfuaFqBr3bhuHqYiS4kjuvDorkt6WzyMzMLHG/33//nXaRisgqPkVtOw8k88TNIbSo7ofBoKgR5MvbfRoybeInFyx4Lq4NFouFlQtW09qnY9HfpqvRjTbGrsycNMvB0V3c3Gk/cltI56LXeKPByO1BnZg1RV7jL5nUfRLiqmWxWPhl7gpaeXcueo13MbjSytiN6RPldbIsDX58MP+472Tjyc0k56awO2Ufc9IWMOrN5xwd2hmMRiPaqKhWPYJa9WpTs24t3Fxd2ZN6ggl7NrL2xBFmR+8ip6CAWYe2szXpGCdzM9mUGMvCI3v4Lz2Bxcd2sfbkQSbu+52YjERMdlgwdv6cn7jZLYy21ephMhgJ9a7E8CZd+P6rryksLCxxv2VLltLep0bR4CnAfwnHGBjchjp+YRiUgRr+oTwe2ZUJYz+54jhFxZeens7Odfto4N2mqM3d6EWDgvb8MGOuAyO7OK01S+Ys40afrme8xt/k0oMZ8hp/6SQXdgoygOoECnMLcTOeOe3Gx8WX9NQ0B0V0bfD09GTyrO+odHsHvs8+yq5q3rzx9URu6djR0aGdoVGjRuxPUxxNykQphTIoagV6s2BtBhOGhDP2gTAmDq1GqL8Lrw8K5Vi8mU/nJrL3UAGj7gwmyNfI5CE1eOeecKYMiWDh2kNUCqnBpAmfMXniFxw6dKhUce379x9a1T6zdILBoGgY7s6RI0dK3C8lOYlQnzMHqKOOpNKqui9m8+lk09vdBS9DIVlZWaWKrywdPXqUr7+cxPhPxrFnzx601mzZsoXPP/yEaV9/w8mTJ8s8htjYWCaNn8QXH3/B3r17y7w/R8rPz8dkcT1n1WE/l8oknkh0UFSXLi87D/ezX+NdvclIy3BQRBWMpsyTRqVUd6VUlFLqgFLqxfN8/1ml1B6l1E6l1GqlVHVb+3VKqQ1Kqd22791dbJ+1SqnttkecUmqBrd1PKbVYKbXDtt+DpfzJCHFVMJvNGMwmDOrMutZ+LgGcjHf+1/iKLCAggGk/T6fK/6rzZ/Am8jppxs+d6HQLKLZp04ZdeXGk5WWhlMJgMBDg4sdf8Yd5vVl3htVrz6tNu1HZ3YtHat9IdEYKMw9u5UROJg/XuhE/Fw9GN+7G8PodeK5+Z37Zt5mA0GC++OhTvv5qMnFxcaWKa/eWbTSqHH5Gm6vRRGUXTxITS/7dTYo/SWW3M8sEHUo6QX2fMAoLzUVtlT19yUxMLVVsZS06OpoJn05gwqcTiI6OxmKxsG7dOj559xO+m/YdqallH/fBgwcZ/+kExn86kejo6DLvz5EyMzPxUD7ntHubKpEQV/afO66E1hpdqDCe9Rrv7xpAYkKSg6KqYCQXdhoyhd8JRDaoyZF9h4nwrl7Utjd1Ny27tXRgVNcGLy8v7n/oQe5/yHn/Zg0GA69/NIGXnxnCdSEmvF0U0/88zOCOgWRkadCFmM1QUAgerkYe6hKEwQCFZs3e2Fz8PE3EpeTjYoTMXAuNq/uyZtY4Hu1cD7NF89bwH+h13zDuGjDosuIKr16HqL1/0fysUkwHTuQRGhpa4n6tbmjNx/PH07utLroKGRboxa64TGrWOj0gm19oJiNfl6q+bVn6ZfESpr3/GZ0D6uBjdOGDn0eR7GImXHvRxr8GaQX7eWzqbF78+G1at2lz8QOWwuKfFzPl7cm0NDbHRZl4ddYrdLi3I08+82SZ9Odo7u7ueId4kJKYRCXX0wuO7cvaTrtuNzkwsktTt0k9ovcfppZfjaK23UlRXN/2+pJ3EqcZ3MC97Oo+KaWMwASgK3AU2KyUWqS13lNss21AS611tlJqKPABcDeQDdyvtd6vlAoDtiillmutU7XW7Yr1MQ9YaPvySWCP1vp2pVQQEKWU+l5rnX8FJylEheXi4kJAVT9S4k5SyTWoqP2/7O20rwCv8RWdv78/jz81BEquvuRw7u7uvDbuPd58ZjQNXEMxYGBZ4nbur34dKfm55JnNFGoLeeZCAl296V/jeus0YbOZfWkJBLp5kZibiVEpss0FRPgE8uM7E7mt5g3kmvN5asZchrw2iq7dbr2suCLq1CLmrwNU9T29erxFW0jKy7pgObA2t9zM9KVraRl2+r0tyNuPQ1kJhHvUKGrLzM/Bxcv9smIqD99N/Y65X8ylhbE5ACNmjKDAu4CwnDDqGuqyy/Ivs76czUdTP6Rhw4ZlEsO0r2fw42cLqFfQCqXgyamjuHdkP/73wD1l0p+jhYaGku+RQW5uFu5Gr6L2w+ZdDOjewXGBXQKDwUBIRCCJR+MJdAspat+buY2b777xAnuKIpILOw0ZQHUCI18bybBBw2iW3IKq7uEczj3EXu/dfP30FEeHJpxErVq16HrnXSz6aTrmwnyq1qyOwZTANytSOHAsF6MRsvMtvPtjPCP7huLvaSAj18L78+K5vVUQ/kHVMBcWkuuiOHriOO/3bUJERFUAbmlUhcemfkGnrt0vq/Zrr9vv5PE539AoIoWmkZUoKLQwc80xIpvcREBAQIn7RUZGUvP6W3ljzkr6talMoVkTnWLgjxOZtGiSS/UgF7LzCvhi1QF69b/PqWpwZWdnM+WDcbzapCfuJusq6kaDgflb/+KRTt1xdbO2NQ+J5IOX3uCnlUvtHn9WVhZfvjeRRwMfxNVo7a+xbsS072bS886e59RAulq89P6LPP/gy1yXfhOVXUOIzt9HUsRhBt57zgVSp/P0S88w7J6h3HAymeqeVYnOOsI20z4mPfu1o0OrGCx5kFOmdZ9uAA5oraMBlFI/AL2BoqRRa/1bse03Avfa2v8rtk2cUioBCAKKbr1RSvkAnYBTV+o04KOsV5C8gWSg5LmeQlwDXhr7PCMfGEOD9JsIdK3C4YJ9JIcf5N7BoxwdmnASjZs0ptMd3fhl7s9oi4WqNcIxawNzYrZzPDsNF4MRs9Z8dWAd99RsgYfJlfT8XKZF/03fmi2pFBaC2WIhMy8DomBI/U6E/p+9+46rqv7jOP4693IveyNLQAREUdy4FTW3Zu60Mhu2HGlmOTLLzNFyVJrVL8tsuMqtOco9UNyi4AKRvfe48/z+wFBCRRS4FzjPx4NH8b3nnPvmCpcP3/Md7u4AtHbzZ+G8zwnu1rVcm3E9PfpZxm0ZTV1rB7ztnFFpNay7fpIeg5984HVat27NhkAvfrp8iGBnf/I1KlIVanYWXCawsHHRyFN1Aatu7Of5d1957NeuIqWkpLB22VrGOr2MXFY0orAgsYALl8Lo12IAitubFfkX+vPR1Lms+2tthWdITk5mzdd/MNT8DWQWRRka6Jvx85Jv6Tew7wP/DqmuZDIZMxa8zfxJi2lUEIy1iQM3dReQN86i/4B+ho5XppkLp/H2mOk0zepAHVN3bqqvkOB2jbmv/GjoaNWDVAsbDakD1Qh4e3vz8/afWf/rem6EX6Fxq8bMGjUDGxsbQ0eTVAKdTselS5cACAwMfKgOtvkfTcdZHcKamV6YKuRsPHCTOd/H8uWr9Zg9zAKVVmTm6hhOR+WyeHMSAHoRYlLVCDJF8SjOveei6eJji63NnTWXlCZyuvlaERoaSu/eD77zLooi4eHhFBYWEhgYyKfLfuGrzz/i0y2XQWZCcO/BzHxjUplfz9QZH3D0aA827/wTExMF4z78EKVSydJF88lIvIBMac5To8by9DPPlXmtqnTu3DkCLV2LO08BzsbdoI9LY3JycnA0LRodaWtqgatgQVRUFL6+vhWa4ezZs/jiU9x5CiATZAQKjTm0/1CN7UBt3rw5P23/jrWr1xMbdZmuXVozaOiHRjdC+V68vLxYtfUXNvy2nouXr9GweWPeeuZ9bG1tyz5ZAoCgr9R1qesCMXd9Hgs8aEeDscBf/20UBKEtoARu/OehIcA/oihm3/58GbAViAesgZGiKEorVElqtaZNm7Jq+3es+2UDt26E8URwKwYPnV0t3uMl5adWqwkLC8PMzIyAgICH2nvg3fFvUj9Fw6L2g5EJAhvOHuXn88d4r1lfGlo5k6/TsODCX0TnpfPjjRPIBBBFSCnIxdTCDEvLolF7u25eoLVtfaxt7/ydZW6ixN/UmYsXLxIU9OAZgHq9nrCwMKBoma1PfljO0nmfkHg2BEFpwsBRwxkz9sEz2wRBYOHSRez75x/279iNpbUVn875jtycXL75dAnZ0ekoLc15/t1XeHLQwDJfm6oUEhJCQ33D4s5TgIi0KwSZBpGXl4fd7drGycwJbaqGjIyMCt+c9/jx49QrbILM7E4GE5kJXqrGhISE0L9//wp9PmPRrVtXvDZ7snb1H6QkhPN03270H9APpVJZ9skG1rhxY1Zt/x9rf17HrchLdOzYgqEjpPf48pBqYeMgdaAaCUdHR8ZNHmfoGJJKdu7cOT55fwpN6sjRiyIL02DWwi8JDAy87zlJSUnERBxl9lt3lniQyxWM6e6Ij7MZekyQyUSQCcwd40prfxuszOUUqPVciVUx+dsknF0TcHMwZ++5dNxNBGz+03GTo9aX+Qvs5s2bzH57PF7maiyVMj5NVDFx5lw+/6r8o+gEQaBz58507ty5RPs3qyr+LnVFsrCwIE9fcmaBuUJJboEKmbxkR3i+VoO5uXmlZCgUCku1FwoqLK0s73FGzeHu7s7bM94ydIxH4uDgUDRFUvJoHm8vOSdBEE7d9fn3oih+f9fn96pI7/mMgiCMBoKArv9pdwN+AV64RwH4DHD3G2Uf4BxFd+J9gb2CIBy+q6iUSGold3d3pkyfbOgYkkp2+OBBFs2ej5+pE4V6DalKDZ+sWIq3t/d9z4mIiEAdnciAZnd2ozdRKBju1RJnMxtEuQyFYIJCLmdSQBf87F0wM1FQqNVwKTOB768cxsreDmulGaHJN2lmWre4Q/VfBXp1mbXwpUuX+GDSNNxFa+SCjGh9Bh8sXsA3q8s/ik4mk9GzVy969upVor3dJuOvhVVyVYk2pVxJobqw1KAQlagq14je8mTQmKhKtWvkhaX+XWsaHx8f3pszzdAxHomrqytvSe/xj06qhY2C1IEqkVSR/Px8Fsx8kyUjvHG2LepYS8jI593pE/hl09773j2Mjo4msJ6S8JvZ7DgSQ6FaR0K6iqHNLTkRqeXs9XQszUyISdfj627FhmMqomJz8XK3YmQff1zcFKwONSM7LYmWHQcRFnqQlOzC4gyxabmExuuY1O7+N5n0ej2zp4xjZrADPi5Fna/Z+WomzX+PgMZbcHJyquBXyzg1a9aMWKGAmKxUPG2LvuZWdf347OCfdGp+Z8RCeGoMcldb3G9PDatILVq0IMUijcT8RFwtitaazVHncFG4zHt9Zlf480kkBicCj3fXPVUUxQcNKYoFPO/63IOiO+IlCILQE5gFdBVFUXVXuw2wA3hfFMWQ/5zjSNG0qCF3Nb8EfCKKoghcFwQhCmgEnCzXVyWRSCTVTGpqKovfm8e0hv2xUhbVoTFZKUx7YxJrd26+76ysqKgoGpjbczk5lsOR4ej1eqIzUxlSJ5AzuQlcu5WArbkFKkGPjbklO5OukZCTSX1HZ55s2ob1BdFsyr5GXnYOnUf259RfB8lVFxZniM5MIt1CR0BAwH2zq9VqZo2fyvi6PahjYQdAekE2H745nbV7NteakXSdO3dmsXIx6ap0HEyLpsoHODVi+/WdtLa486v2YtZF/Fv7V8rr0qVLFz63XEq2pi02iqLRrZnqNJKsIunQQVpTU1IDSbWw0ZA6UCWSKnLkyBG6+5gWd1wCuNlb0NFTyfHjx+nates9z/P29ubDkAQuX87jhW4OWJop+O1AJu+sSmREBxdGd6hDZr6Wo2FpjP38Jm/09OSl9nWJiM9n1HtH0OsVvNWjLq4OHuy/dJwIcyumbo6hkaMcrV5PVLacjxZ9i0KhuG/2y5cvU99KU9x5CmBjoWRIoB27/9rBc8+/UHEvlBGTyWR89t3XzBg/Gcd4OaYyE6I0WTz77ng+2bSTBuZOZGkL0DiY89nyryotw+KVi5n2+rtYpluiwIQkk2TmfD1HmhIuqZlkpmD2OEthnC/rgFCggSAI9YE4YBRQYhcKQRBaAt8BfUVRTL6rXQlsAlaLorjhHtceAWwXRfHuYeO3gB7AYUEQXICGQM3ePlgikUiA3Tv/ItjGr7jjEsDTtg6uyeZcunSJpk2b3vM8X19fFt24iJvelH5ujZELAreSElh4cRdPerZgoFtzUlU57M8N57Oz//B0/XYEufpwNSeBVzd+j6WZJUM8O2HtYM7Rg5excLHn8xs7qa90pFCvIdtS5NMVXz5wKYGQkBACTFyKO08BHMxtaGnqwZEjR8pcBqumMDU15dPvP+W9Ce/hmFHUgZpumc6oGSP56c+VeAieZIqZ2Pnb8sXnX1RKBjMzMxat/IQZ497HJtcZPXrybNJZ8t1n1WI6u0RSblItbDSkDtQaRq/X8/P/VrFx9UZ0aj3Ons5M/WjqfQuSysqw+ocf2bZ2A2i0ONR1ZfL7Mx84Td2YqVQqli/9nOP7diFDxMu/CVNmzin36MKCggKsTEsXZlbKosfux8rKiry8Qlw8BJZsjkMQBBRygSbu5ozt6oyTrRl6UaRlPSt8Hc15qqUTZqZyvBxM+d/fsSx41pdmgUUjFRt52CHsicKzxyT8Gvgjk8lo2LBhmeuw5ufnY6kofYylQkZSfn65XofqztvbmzU7NnPt2jVUKhUBAQGYmJjw+oTxREREYG1tjY+PT6Vm8PHxYcOeP7h69SpqtZrGjRsjl8vLPlEiqY70Kij471JKFUcURa0gCBOB3YAc+FEUxUuCIMwFTomiuBX4nKJF7jfc/gP7liiKTwFPA8GAoyAIL96+5IuiKJ67/f+jgE/+85QfA6sEQbhI0ZSp6aIoplbaFyiR1DJarZblS1awY8MuRA14+Xswa+H0Sv/dfDeNRsOKpd+wa+Mu0IJXQy+mza3aDBUpJyeHJQs+49Sh44iiSGCblrzzwUwcHR3LdZ38vHzMZaVv2JvLFA+she3s7MjLy0Npas5PV44BIEOgmY0H/dybYqM0x9PSAT+rOrRz8KVDHT+UchOcTK3YHHWGqQH98HMreu39HNz5IeIAQ+e9j52dHWZmZjRo0KDMdVjz8/Mxu8efzmaCCfm1rBYODAxk8/7NREREANCoUSNkMhnjJo3jypUrODk54enpWcZVHk/Tpk3ZdmhTqQwSSY0k1cJGQ+pArWG+/epbzv9ylpedXkQhU5CcnsLMl2fwzZ8r8PLyqpIM3329jNi/DjO3aQ9MTUyIz87gw/Fv8eXvq/Dw8KiSDBVpzoy3aSqL5JeXmiCTCZy/mcrU159n5bpt5ZqW0qFDB6Z+/ynD2+sxub1eplqjY//1fL5+wPT5S5cuYaUUCXA3Z/pTLshkAocuZbN0WwopuZCjUiOTyYhM0fFGtzokZgmIeg3peXr83W2w+s/SQz0DHfn1yN8MGjzk3k94D82bN2dRfAF5hRoszYoKX71eZEdEFlNe7vHQ16kpBEHA39+/RJupqSnNmzev0gwNGzassueTSAzq8dZ9KvvyorgT2Pmftg/u+v+e9znvV+DXB1y32z3a4oHaMVRJIjGA+bMXEr0lk6FWE5Ar5SSFxzJu1CTW7FpdZbtzz3t/Hrn7MxnnNBa5TE5MbCyTRr/Jrzt/w87OruwLGBFRFJny6gRa59kzt8lwAM5FRzJxzKv8tu2PcnVadev5BB//vpX2YiNkQtF5+RoVVwqTHlhDnTlzBhNRRnMHT17x7QAiHE65wa64cLJEDTmFRbVwLhoCHOqSpi1Ar9ITr8qmZZ36CNqSy/G1s/fm5MGjvDN75kNnb9euHd/lL6afLgiFvOhPaK1ex6n8m4zt2PGhr1NTyGQyGjduXKLNwsKCli1bGjSDRFJjSbWwUZBu09QgGo2G7Wu2079OPxS37+46m9ehs7wTv//4e5VkUKvV7PlzCy80boepSVFx4W5jz1C3hqxb/UuVZKhI8fHxZNy8yPB29ZDJiu5MN/d24glvE/bsLrXx3AM5Ozsz4NnXmfhrOHvOxfLXmVgm/BrOkBcnPnB3ysLCQszlakZ2ccHc3BxTUzNa+trQo5kV5+P0+Pg1xNunAXbW5qTm6qjr4YWPX0Ma+vuSlqdD+E9hm5RZgL2TS7mym5qa8trU2UzacJntZ26xLyyWd/+8RGC3p0p1JEokEkmF+nfdp0f9kEiUTl7xAAAgAElEQVQktUZ2djbHd52ivVUv5ELRzAwXcw8a5LRm4/pNVZIhMzOTs/vP8ESdrsU7lXtaedBS14xNG6omQ0W6dOkSyqR8Oro3RhAEBEGgpYsvnipzjh07Vq5rNWjQgDaDerL48k5CYsM5cOsin4VvZ+LsaQ/cbCg1NRVXhRVd3BpgZmaOmbk5LR298LFyJFlWiK9/A+r7+aJUKCnUa/GqXx/fhg3w9/ElTZ1XqpM3TZWLvXP51u+3t7dn9ORX+TxiC0diwzgWd4kvIrYw9LXncXZ2Lte1JBKJpFykWthoSCNQa5CcnBwssSguGP/lbu7G8WsnqiyDg9K8+K7yv7ztnDgVebNKMlSk+Ph4fJ3MSrU3qGPOpejyL9Mx6rkXaN+pK//s3gmCwNzXB5Q5MlipVFLfzZK8Qi2WZkU/spZmJjjbKojP1BYf16ieAysOJrMisOhOrKWpgiyVjJCbWurfXjIlJ1/DqqPpvL/kuXJn79GrN3kFhaxcvhi1qoD+Q5/l9fETyn0diUQiKTdRKv4kEknZkpOTscWp1HTsOibuRF2JrrIMdUwcS2VwNXUm+trNKslQkeLi4qirKD1qtq7clphbMeW+3pvvTOHKwP7s270XGwsLVgz8ABeXB9/Yt7e3p66lHSqdBlN50SARc4USRzMrUtW5xce52DmyK+0yjWSNAHCysCFanU4sudS/fUxmYS7/ZFzjuyFzyp196MjhFGhV/LJiJaJe5JlXnueZMeWvqSUSiaTcpFrYKEgdqDWInZ0dhYpCCnUqzOR37uJey7tOi/YtqiSDvb09mXoNBRo15oo7i3ifT44lsE/bKslQkXx9fVkal4deLxaPQAUIvZVL0HOtH+ma3t7ejH19/EMf36BBAxILnUjNk5Gao0ImgFYvIyLdmtBoSPotkuwCHZYuTWg7tCUv/LABbydTbqUV0mP4a0QkJ/LqD2dwtFYQmwWvv/Uxvr7lX4R65XfLuXJgDZ8MdsPSzIQtp7bw7qQLLF7+Q5nrRkkkEskjk5khPNbC+WcrLIpEIjFuHh4eZMiS0Im6EgMKYnTX6dexfZVk8PT0JFFbOsMNVRTB7Z6okgwVKSAggF8LEnnyP+0RqiS6BzZ5pGs2bNiwXMsQNWnShDXWMjL0KkR1PgIColzgllJFSm4U0RG5ZGkK8OrUBBc3Vz7cuQU3c1sSCrN4YepELl0I4/Cl7VjKTcmQq3lvyfxHGjX6yZx5JB26wNv1n0AmCOz+bQ8fXbnBR58tKPe1JBKJ5KFJtbDRkDpQaxCZTMYb08bx44cr6WvTGyczJy5mhHHB/CJTn3+3yjK8NHk8ixev4Hm/1rha23IiLpIDeQn875lRVZKhItnb29Oh9xAWbt/G2OB62Jgr2HYmjquF9rwd3LVKMjg4ONCuxzB+CdnCSz08sDCT8depdNIU9dh1YA3x8fFYWloWr+v10itvkJSUhJOTU/EarVlZWWRlZeHh4fFIC6xnZmZyYNvvrBzbqLgjeVxvH+Ztuk5oaCht21a/znGJRFJN6Ashv/IWzpdIJDWHmZkZz457ms1LfqODoh/WClsu554m3TOaAQM/rpIM5ubmjHjladZ+9wd97HpgrbTmTNp54hwT6fdkvyrJUJG8vLzw6dCM308dYoBna+QyGXtizqFs4FJlm9R6e3vj07ElR89H08ejCTIE9sWH49a2Cb8u/4q4uDhsbW2xtbUFYNxbb5KamoqLi0vx0gDp6enk5eXh4eHxSDf+Y2JiuLQvhOmB/YvPf7FRVxad2MX169fx8/OruC9YIpFI7ibVwkZDEMVKXo3WAIKCgsRTp07d9/Fr165xIuQkDo4OPPFEd8zMSk/Rrs5OnjzJ6uU/k5SQTLvgtrw07uVy75L5uE6cOMHv368kNSmZoC4dGfPK2CrPUFFEUWT3rr/Ytn41+Xl5dOk1gGdGv4C5uXmFPUd4eDhnTodSx9mVbt26oVQqSzwuiiJ//rGBH7/7koLCfAYOHsm4CZMrNMN/abVajhw5QlzMLbR6kbSQ1UzqW7/EMQcuxhPp0JfXxk+qtBw1XVJSEgf2HUChNOGJHj2q3eYSkoej1+sJCQkh8uoN/Bs3JCgoqFruFisIwmlRFIOq8jmDGlqKod83euTzZd3OVHlmicTQHlQLi6LIpUuXOHP6HO51XQkODi5Vd1R3B/YfYPWK38nKyKJbvy688MoYbGxsqjTD/n37WfP972RmZtG1b1fGjB2DtbV1lWaoKHq9nk1/bmTHuo3otDp6D3mSp58dhUKhqJDri6LI+fPnCbtwEQ8vTzp37oyJSclxPnq9np9XreKX739Er9czcsxzvPrG66WOq0hqtZoDBw6QnJhMbn4uWZtCGeBbcgba3hvn8HqtD8OGDau0HDXdrVu3OHr4KJZWljzR4wmsrKwMHUlSCbRaLYcOHSIuJp5mLZrSrFmzajmLUaqFa7da1YEqiiJz35/P8a1hOBcEoFJkk2F7lW9+XSLdNZQYhF6v56P33yEvLoQujRTEpus5et2ET778ucTaqCdPnmDR7Kn08bfCUiGw60oO3YaO4YWxr1VKrtTUVKa8Nobm9lp87RUcu5lNSEQUu+f0Qqm4Mx3t5wPROAaPY/CQoZWSo6bbsGY9vy/9kSBTf7ToOK2+ztsLZtDtie6GjiapQNnZ2bwx+nWsk6xw07sQJ8ShrSey/OdvikeJVxcGKxq/e4yisbtUNEpqn/vVwjqdjikTpnH9aAoOBX4UKNMoqHOLH9Ysx93d3QBJJbWdRqNh6riJEJ1CYwsn4tS5XJfl8/XPP+DkdGejp72797B8zud0sPJBQOBEXiTPTx3H4GFDKiXXrVu3mPLSOAJEZ5zkVpzMvE5sahzL+r5WYq+HX68d5ckPx9G5c+dKyVHTrfjyW3b+tIcG2iaoZIXcML3Mgm8/plXrVoaOJqlAycnJvP7MeGyT3bFVO5FgFkWd1tZ8+f3iSr0JUhmkWrh2q1UdqIcPH+bT13+kk/mo4rsdGaokrtXdycZda6o6pkTCrl07Ob9jPu+OqFfcFhGdzdf7LVjx43qgqLAcPagXS4f44GBVNFpap9czeV0YM5euxsfHp8JzzZr6Jj2tEujgf2dR/083HKbQRMbc0a0RBIGrcVnM3ZnCj+t3VrtOIGOQmJjIuEEvMdn7aRTyosIhX1PAV3F/sv6fzZU6ulhStebPnof+bw2tHO6sRX0sJQTXkR68OfVNAyYrP4MUjQEOYuiqno98vqz9BqlolNQ696uFN/25mdXv/00ry4HFbYn5kRS2uMDK31dUZUSJBIBfV60mev1ehvnfeZs+m3CTc87w6ddLAMjNzWV0nyFM9x+EuUnRaGmNTsuC8E38sH1tpcxye3XUC/TV+FHfzu12i8hnB36hvpsrzzXrBkB4Six/5F7i9+0bkcvl972W5N4iIiKYMXI2w21fLO6UztFksVX4nW2HN1fLmTqSe3tz7FvYnPTBx/LO2sdHs3fR8722PDv6GQMmKz+pFq7datW70rYNu/ET2oMgoFKp0Gq12Ju6UJAkkpycbOh4khoqPT2dyMhItFptqcf279rIsE4li75G9WxQZcWSm1u0q2hYWBhNnRXFnacAcpmMQY3t2b93d6VkvnbxDO0blFxc/7V+QRy9UcCY78IZ+0M4X5+UsfDrnx668zQ9PZ2oqCh0Ol2F59Xr9dy8eZOUlJQKv3ZFS0tLIyoqin1/7yPIzL+48xTAQmFOgIknoaGhBkwoqWjH9x2nhX2zEm1tHFuzb/s/BkpUzehVkBf56B8SiaTY1vW78FN0RBRFVCoVOp0OVwsfIi/HolarDR1PUkOlpKRw8+ZN9Hp9qcf+3rqD3vVKbkbVwrUeEWfP8+9AnxMnTtDc3KO48xRAITehrWV9Dh08VOF5c3NzyYpJvqvzFEBgVPPeHMqI5MMLm5lzYTOHrFL5atX3D915mpycfN/X4XFptVoiIyNJT0+v8GtXtOTkZKKjo/lryy6a0LrEiF5rhS2OKmciIiIMmFBSkfR6PeFnrpboPAVobtGJHet3GShVNSPVwkajeo2XfkwKpQmpOVlk37yOXDRBjw5TCyVaN7V011BS4fLz8/n4w6kkR5/DxV5OZCK8PP49evfpX3yMiUKBVle6iNLp9MV3XU1MTNDoSo8U1+hFTCpo7an/EgFRhLuXpdGLAo0Dm/HVyt/Q6XQPPUIyNzeXOdOmkXz1Gg7mZsQVFPDG9On06NWrQrIeO3qUpXM/wl2pIEulxtrLi7lfLDK6tURzcnJ4b/J7xF6MxUpmxY3sGzRUuNKtbsmbgRp01W4qi+TBZDIZelFf4g8EnaiXfu+Uh1j91siSSIyR3ERORmY6iWkZyEUTdOiwsDJD76arlmvRSYxbRkYGs99+l+ybcdgoTUnUFTL1ow/o0Klj8TEmJnK0+pI310WK6t5/vyflcjk6StfCevSYKCq+ZpLJZPd8PlEGHYM7MW/pZ4ii+ND7aKSnpzPzzWlkRqZhLjMjU5HLe5/Opm27itmE9a8df/HNgq9wERzI1OVQv6UfH30xz+hmiKWmpvLOuBmkXcvGVDAnKjuCZgTRxK55ieO0olaqhWuQop9jEVEUS/ye0YlaFJXw81tjSbWwUahVI1DbdmnJ8eSt2IgOWAsO2Ap1SM9JJDE3ptpucCQxXgs/nkFnj3B+eNeT+a+4s/IdZ9b98CFXr14tPqbPwGdY/U8aev2dIu1keBpOno2Li54mTZpwLUsgNi23+JhCtZaNFzPo1fdOZ2xFatE+mL1hccWfi6LIryHR9B06CqVSWa7p5R/PnEnr/AI+CQ5mWpu2LGzfgR8XLCAy8vHvhsXHx/Pl++8zr21rZrRvy8KuneklF3h/ypTHvnZFm/XWLFwuufCiw4sMtxvOBJcJnIq+ys2s+OJjMgqzuSEmEhQkzbCoSZ4Y2IOQ9JMl2g6nHaX/iAEGSlTNiID+MT4kEkmxlh0bczJpG1Z6JywFB2yEOsRkXUEnV1XYhkASyb9mTX6bYJUFH7TqxVuBwbzXsAuLZswmISGh+JgBI4ezNerOaFOAozFXad3lTidr+/btuVgYT1ZhXnFbrrqA0IJounbtWuG5LSwsqNuoPmGpUcVtelHPrsQzDHxmGKampuXahPidN96meaIPr7uPYozrYF60HszcSR9UyMypiIgIfpiznAnOoxjtNpCJHs/ieEnB/FkfP/a1K9rksW/jEdGSgaav0Fv5HCMsJnEoYT+ZqjujZlMKkyiwy6VBgwYGTCqpSIIg0KZrK8Jzzxa3iaLIqcIDDHl+kAGTVSNSLWw0alWXf9jpcLzsvNif/T2u+oYUCFnkmSXhZOlEdnZ2le/OKam5cnNzib5ygrlD76xtamFmwqv9bdi0YTXTZ80DoEuXLlw8N5RXv/qTjo2UxKaJxOTa8/lXnxefJ5PJmPPFcmZNeYMWLiZYKQWO3sxj9IRplbbhw+Rps5j25usc3RqBr4OC0/H5eLfowlODyrdQf1ZWFrGXLzO5a7fiNgulkhE+vmxcs4Z3Zs16rJzbNv7J4Hqe2NxVxLbx8mTLoaMkJCTg5ub2gLOrTnp6Orcu3KKHQ4/iNitTKwZ6PMXnYb/Sx7s9GlHHdTGBj5d9UuN2Q67txk0ex9SIqfx2aR1uoguxxOPVth5jxo4xdLRqQ5TuukskFeLKuUgcbBw4mvcDdfQNyCMFjXkO5hoZOp1OGhkvqTDx8fEUxibRqmXT4jYbM3P6OvuyfeNmXp0wDoBBQwZz6cw5FhzdTWPLOsSqc9A4W7N41p1a2MzMjA+WLmTulJkEmLoiFwUuFsYzbcEHlfb324efzeOtseM5GXkdJ7k1lwri6DKkN126dCnXdW7duoU6Np9Gbr7FbTZKKzoomrNt0zZefu3lx8q5ftVaetq0x8zEtLitXZ0WfHn8F/Lz841mFGpkZCQF0SJeFnc6Rh0s6tDJoR/fJSyig11XVLICUq0TWPr9YmlEfA0zc+503ox9i13Xr2CrqUOiIpK2g1oy8KknDR2t2pBqYeNQqzpQ05MzaO/cE0t3G+LyIzGXW+Jh4cs/2l/Jzc2VOlAfQnp6Osu++IrTR0IxUZgw4OmneOGVF6WC+z/y8/Oxsy7941XH3pSsy3fuNguCwIRJ75I86gUuXrxIuzp1aNq0aamiwd/fn1+37OHUqVMUFhbyYlAQVlZWlZbfysqK5T/+SkREBPHx8Qxo2BAPD49yXycvLw9bU9NS7Q6WlmSmpj52zqy0dLwtSo+GdTAzIzs722g6UHNycrCSlf73crNzo88T/RkwYgAmJiYEBQVJnac1kKmpKct+XMb169eJjo7Gx8eH+vXrGzpW9SEzBQvfso+7L2lNYYnkXxlpmXStOxSdqCW54BZWiha4mNXjb90KNBqNVM89hISEBL5c+DUXQsMwNVcycuwIRj77tNTh8x9ZWVnYm5buvHMws+B6Wlrx5zKZjPfnzyU2NpYrV64w2N2dRo0alXo9Wwe1ZsM/2wkNDUWn0/F+mzaVuuGmo6Mjqzet5eLFi6SkpDC+aVOcnZ3LPvE/MjMzsZFZlmq3MbEkIyXtHmeU8/ppGTQwLfk7UhAELOXm5OXlGU0HamZmJhaU/lvb2dqdZ0aNpF1wWywtLWndurX0PlQD2djYsGrDSsLDw0lISKBRo0bUrVvX0LGqD6kWNhq1qgO124AurDu0l45mA2hoU7Qbcr42B7VlLq6urgZOZ/zUajVvPPsKHQsb85bLs2j0WvauPsq8qGg+/GSuoeMZlTp16pCRb05apgpHuzsdiLtOZNGu09hSxzs7O9OjR49S7XczMTGhffv2FZ71fgRBICAggICAgEe+hqurK6k6HZkFBdjdVeQeirlFx7GlX4fyatetG3sWf0HzundG4uar1UTm5uHr+zi/ZCqWp6cn2cps8rX5WJjcKWTDCsMY9uQwgoODDZhOUlX8/Pzw8/MzdIzqR6+CXGkBfImkInTv15n9i87R1KorNoqi5asy1SnYe1qXa0pybZWdnc2rI96gdU43RlmNozC/gO2f7CI5IYVJ70w0dDyj4uvrS1RBFgUaNeaKOzeHj6XcYsj4EaWO9/DwKPNmvVKppFOnThWe9X4EQaBZs2ZlH/gAjRo14pYuEZVOjan8zutwvvAKr/Wa/LgR6dy7K8eX7GGA5Z3O3SxVNmoLPU5OTo99/YoSEBBAsjwajV6NQnbndYgyucCzAyfTqlUrA6aTVAVBEGjcuDGNGzc2dJTqR6qFjUatWgO1b98+mDYv5GjuNuLzb3Il5yx79D8z67PpxRv2SO5vz+49eOc609K5CTJBhqlcyZN1uxN28BzJycmGjmdUBEFg4jvzmPJNEntCkgi7kcVXG+K4nFaPfv0HGjpelZHJZLz1wQfMDQnhUFQkEUlJrDx7hgQ7O3r37fvY1+/SpQsqDy+WnzzN5cREjkXeZPbhY4ybMcOoFp+XyWS88/E7/Jb5GxczLnIz5yY7U3cibyqnR88Hd5xLJLWeKDzeh0QiKTbquZGo/KI5m7ebpIJoruaGcsJkDR9+NsPQ0aqFjes34pvVFD/rAARBwNzEgl42g9mxZhf5+fmGjmdUlEolb8x4h/nn/uZE7A0iUuL5X9hRBH8POnToYOh4VUapVDJ+1pv8L24dF1LDuZEZzfr4HTi0caNNmzaPff0nBz1JulchW+P+ISorhlPJF1iZtIlp898zqlHR5ubmTJj1GttVP3It5yIxeTf4O289fk/UpWXLloaOJ5EYN6kWNhrC3Qt21xRBQUHiqVOn7vmYVqvl771/c3jPMeq4OTH82aGPNDW5Nvry0yWY7M4m0Mm/RPumhH94fuk4WrdubaBkxiE3N5ctm//gavgpvLwbM2TYKAoLC9mycS3pqfG0bv8EPXr0qpWbNMTGxrJlwwbSk5Np160bT/ToUWEdnHq9noMHDnDk773Y2Nvz1PARRjs9+tatW2xcu5H0pHSC+wbT/YnuNX6aUlZWFn+u+4NrF6/g36wRw0YOl5ZLqcYEQTgtimKV7nIW1MBKPLk08JHPlz95osozSySG9qBaWK1Ws3PHX4QcOIWnjzsjnhn2SFOTa6MZb76H/dH6uFt4lmjfWbiOBRs+MNr6o6pkZGSwaf0GIiOu0LBZUwYNG0paWhpb1v9BdkYGwX16Edy1a60cuBIZGcmmNX+Sk5VD9wE96NKlS4W9DhqNhr/37OX4vqM4e7gydOSwStsn4XFdv36dP3/fTG5WLr0H96BTp041/vshJSWFDb/9QdTVaFp2bM7goYOMZmkFSflJtXDtVus6UCWP7q8dO9m3cCtPut/Z7VIURZbFrGHFth+pU6eOAdMZVlpaGpPHjaRfuwJaB1gQEVXI+n0iCxb9ire3t6HjSSQGER8fz/hnXqMt/nhbuhOZF8cp4Rrfrv1BWjalmjJI0djQUTz5fZ9HPl/ebY1UNEpqHakWrhyrf/qF00uuEGTTubhNL+r5vfAbNh1eX6s7RWJiYpjy4iv0snfHz6EO4WlJHMxJZvmvP0sd9JJa69q1a0x67m0CC9vgonTnpuo6cS7XWfXnSmxtbQ0dT/IIpFq4djOeOa4So9ejV09WLVvJqaSLtHJugkqnZk/iUZr3CKrVnacAq1YuY0wfFT07uADg722Nj0c2y7/8mM+XrDRwOonEMJZ99iX9FG1p7Fi0Hq2ntRsOqTZ8s2gZcz+fZ+B0kmpDr4KcKEOnkEgkEgYPG8T6H5/HJtueBlaNKdDlcyj3L54a279Wd54CLPvsC170CqCJS9HGMD4OdXCKiWTl8m+Y+dEcw4aTSAzkk1mf0VM/GFfbop8LN3MPziZZ8NO3q3hr+uOvgSupJaRa2GjU7PHykgqlVCr5bs1KNN2t+DJ5DT/mbqPlq8HM+ni2oaMZ3NnQg3RvW3Kh9sAGNsRFXzZQogfLz89n3759HDx4kMLCQkPHqTX0ej0nT55kz549pKamGjpOpbt05iIBDj7E5CRwIuE8MTmJBDo24MKJs4aOJqlupHWfJBKJEbCxsWHlH99Dr2zWiSv422YDQ2b3Y/xb4wwdzeCuh12isXPJaeNtPLw5cyzEQIkeLDs7m7///psjR46g0WgMHafW0Gg0HD16lL1795KVlWXoOJUu9kY8LmbuxORFcT7jFKmFSQTatODw3iOGjiapbqRa2ChII1Al5WJnZ8eMOe/BHEMnMS5WNnakZapwdjQtbiso1CHITB9wlmEc3L+fZfPn0NHVFj2wbF4273z8Ce3atzd0tBotJiaGiWPewirNGTONNYtMlzP81YG8OuEVQ0erNEozUxafXI0+T4G7rC4H9WGYWOpQNrIydDRJdSICeqn4k0gkxsHFxYWPv/jI0DGMjtLMjEKtBnPFnR3WswoLsDLCdc83/7GJnxZ9S6DSGxUavmABC1Z8Ie0OXsmuXLnCpJfexTarHgqdGZ+YfcW4915i+NNDDR2t0uhlOv4X/hVKlRV2oivHhGNYWZrh0b12z96UlJNUCxsNqQNVIqkAQ0e+xpe/z+ajcXUxMZGh14t890cSfZ8yrs6xrKwsls37kMV9WmNtVtS5Oyy/kHfen84v23Zhbm5u4IQ117vjZtI6rT+u5p5gDm3EJ9i64ifadWlLs2bNDB2vUtg5O5J/2oretj2L23Zl7sHO3fj+mJIYOenuuUQikRi1p54dxa+/b2Rss3bIBBk6vZ7Vl08zfNJrho5WQlxcHKs//54p9Z9GKS/a2DUlP4NZE6bx5z9ba/yGRoai1+uZ8uoM2uWOwta8aNaeVt+Nbz/+H23bB+Hl5WXghJXD1MoU+/z6NFd2AgRaEMyerDV4NZQ2sZaUk1QLGwWDdKAKgjAFeIWivvSLwEuAG7AWcADOAM+LoqgWBMEUWA20BtKAkaIo3jRE7sokiiKnT5/m5s2b+Pv707RpUwShevyQiKLI5cuXCQ8Px8vLi6CgoGpVfERFRXHmzBnq1KlDx44dH2l3+N69+5KcGMsLH67E213OrQQN7bsO4bnRL1dC4jsSExM5duwY1tbWdOnSBTMzswcef/DgQXp4OhR3ngLYWZjRwdWWkJAQunfvXql5/ysvLw9BEKrdumF5eXkcPnwYlUpFp06dcHJyeuDxiYmJFMRpizpPb5MJMgLFTmxeu63GdqAmRafQ23UAiVlpKAQTNKKWTu5d+Tvyr0e6nk6nIyQkhMTERJo1a0aDBg0qOLHEKMlNwfpxdrY+WmFRJJKKItXCpen1ekJCQkhISKBp06b4+/sbOtJDE0WRs2fPEhkZiZ+fH82bN682dTxAREQEYWFh1K1bl3bt2j1SHT/yuWdJS0lh2pbt1LWwJi4/hyefHUn/J5+shMR33Lp1i9DQUBwdHenUqRMKheKBx+/esYuOFo2LO08B6ljY455mR1hYWJXXZDk5OSgUijJreGOTlZXF4cOHAQgODsamjJHG4eHhmGU5Yau8UzObyBT4qNuyc+su3phoXB3tFaUgU00rh5akZ6cgxwQdGrq49if89KFHup5Go+HIkSOkp6fTpk2bGtvxLPkPqRY2GlXegSoIQl1gEtBYFMUCQRDWA6OA/sASURTXCoLwLTAWWHH7vxmiKPoJgjAK+BQYWdW5K1NOTg5vvvgGVingITiwR78BhZ8dS777GqVSWfYFDEij0TBt4mTUN+IIMHfkhDqHZZbw9U8/GP3OgqIo8tm8D7l19gCdvc0IzdHz7SIZn3/zE3Xr1i339UaPeYURI58nKSkJJyenSu8U/Om779m7Zh0dHVzI0ev4duGnfLzsqwdOP9Lr9fdc+NhEENDr9ZUX9j/i4uKYP3Mm2fFx6PR6XPz8mDV/QbXYjOzkiZPMm/I+zRXeKJGzauEKRr81lmGjRtz3HL1ej3CPV14uyNHrdJUZ16BEUcTZxQWZiysarRaFiQk69Oi15f9eS05OZsLz43DNscNRtGOTuJZ6HZEJLmYAACAASURBVP34+Iv51eqGjeQR6FSI2dLC+ZKaQ6qFS0tJSeGN58Zjm+KIrdqRtco/qd/Zk0++XGj07/H5+flMfHECRIu4aV3YId+K3EfB1z8tM/qZPTqdjhmTp5JxMZpGSmdC9Dkss1zE16u+x8HBoVzXkslkTHx7Ci+/8Tqpqam4uLhgalp5S1mJosgX8z4ndNtxGgo+ZAs5LDVbxJc/L6NevXr3PU+n1SITSn9PyQQZuiqsya5du8bH735IfmIOalFLwzZNmL3ggzI7Io3Bnl17WDzrSxqoi/7mWKZcwdQFb9GrT6/7nqPT6RDuMYJOEAV02ppbCwuCgFtdV0Q3Ea1Wi0KhoFDM59ojfK/dvHmTic9PxiXLC3O1NavM1tBlWHvefX9qtbphI3kEUi1sNAxVkZgA5oIgmAAWQALwBPDH7cd/Bgbf/v9Btz/n9uM9hBr2DvH150tpnu3G6Hq96eYVxMve/akTJfDzDz8ZOlqZ1v76G86x2Uxu1p3eDZrxapNO9JA7s2TBp4aOVqb9+/eRf/UQi0cGMKy9D2/28mN6V3sWzH73ka9pamqKl5dXpXeeXrlyhcPr/mBBp5481bg5zwW2YkbTdnz09jsP7AgNDg7mn5g0CjXa4rY8lZoj8Rm0r6I1UDUaDW+/MpaR9tZ80T2YJT260ddE4J03Xq/STtxHoVarmf/OB0zwGMQAr0708mrP2z4j+H3pj8THx9/3PDc3N+R1dKSrkovbRFHkEiEMGN6vKqIbRNd+XTmbdQpBJkOpVCLIZJzJDKV7/27lvtbHM+fSQ9uGIW69CXZvy8t1h5N5LIkd27ZXfHCJcRGFonWfHvVDIjFOUi18l3kz59MytQO9bZ6inVMnhtmMJu1gDls2bjF0tDKtWPoNdaNdGeY0iI6u7RleZwjOkY78b/n/DB2tTH+u34DycjoTG/alZ/1WjPbtSi/Bh8/mzH/ka1pYWODl5VWpnacAx44dI2zrWV51e4aubu0Z6NqLwSa9mD35vQee16t/H47nXUZ3V82ZrcolhlSaNm1aqZmLny87m6kvTaa/ugMTPZ/jba8XcL9kxrTxU6vk+R9HdnY2i2d9yTPmY+nk0J1ODt0ZZT6WRe8tITs7+77nNWnShFyrRPK0dzaO0os6okxP03dg76qIbhAtOjTlRu4lZHIZSlMlgkzgXN4RnhxZ/vp/5sT36Zo3iK7WA2jrGMxwi7GErr9ASIhxbtQmqUBSLWw0qrwDVRTFOOAL4BZFxWIWcBrIFEXx316dWODfIYB1gZjb52pvH+9YlZkr24n9x2jn0qREW3f31uzd/GjTXKvSnk1b6Vu/ZLHR3sOPc8dPGCjRw/t725+MaO1a4o5dgIc9BakxDywAjMHubdvpW7d+iTvoLtY21JUruHbt2n3Pc3BwYMzkd5i88wQbzkSw7kwEU3adYvx7H2JpaVkV0Tl8+DAtrSxo6Oxc3Naibl3cdVrOnTtXJRke1blz5/CTu2JremcTJIXchPbmDfln9977nicIAp8sn8cBs3Ucz93F2cyjbC38Hx1HtSAoKKgqohvE+CnjiPe+xbaMTYSmnGBrxkaSfOJ4fdLr5bqOWq3m5sXr+NuVnLoS7NCGHeulDtRaQdp5VFKDSLVwSTqdjogzV/GzblSivY1lJ7auNf73+IN/HaSNQ+sSbW0dg9i37R8DJXp4u/7cRm+PFiXamjv7cDn0HKIoGijVw9m5fjudrYNK1PEeVm4UJhaQmpp63/O8vb156vWnWRq1jn0xoeyMOco38Vt4/4u5j7SM16PYtfMvWtIAV8s7M69aOgWSG5lBdHR0lWR4VEeOHMFX0whT+Z0lB8zkZvhoAzh27Nh9z5PL5Sz4eg4H5as4k/s3F7IOs1vzHU9PGICvr29VRDeI9z6eTpTHCQ7lbeZ8xjH2Fv6OZXs1o54r3ySClJQUCuLVuJi7F7cJgkBzeQe2rd1R0bElxkiqhY2CIabw21N0J70+kAlsAO51C+bf39r3+hcv9RtdEITXgNeAarcWiCCAKFLiKxVFEUFWDb7ZBaFUgSWW/ucxSjKZ7J5J9SJGPw1CEAT09yhsdXqxzOwDnhpEh85dOHjgADKZjO+7dcPOzq6yopaSkpyMyz2WpnAzM31gwQtFU+G3bNrM1t/XoVap6D6gL8+9+EKVTZETBAGdWHqUrIgeoYwphg0aNGDLwT84ePAgmRmZtGv/8gOnmNUEFhYWrPpjFadOneLGjRsM9xtE69aty/3zJQjCPX9WRVGPzMh/ViUV4LHXfTpcYVEkkoog1cKliYhFte9d7+n66vIeL9yj9v1PXW+s7l/XGD+ZXHbPTl4RfZl1xvMvv0Cv/n04euQoZuZmzOzWrcoGEgAkxSTiaGJfqt1JbkdKSsoD60OtVsva39ayfd12EEX6Pz2AZ59/tso6f2Uy2b37Y0SxzOU2WrduxbbDG9i/fz/5+QV06jQOd3f3B55T3Tk4OLBh1xqOHz9OTEwMTZoMIzAwsOJqYfQI8mrwZiN5PFItbDQMMYW/JxAlimKKKIoaYCPQEbC7PY0JwAP4dz5sLOAJcPtxWyD9vxcVRfF7URSDRFEMqg7rKN6tQ89gjiWeL9G2L/40fYdW7qLrFaH/iKFsj7pQou3IrWu0Ce5koEQPr9dTI1h7MqFE8XUhOg1rF2+sra0NmKxs/QY9xV9xUWj1d9bPic/OJEUmPtTGOg4ODgwZOpRBgwdXaecpQMtWrQhNyyjRJooip1PTy5w69fm8BZz47nfGuzRlhk8HcnaFMOnl16ps6n+LFi2IElPIKLwzQlmt03C84Cq9+pY9/cjU1JTevXvz9Mina3zn6b8EQaBNmzaMGjWKoKCgR7o5oVAoaNCiIZcz7oyuFkWRA+knGfjMoIqMKzFGOhVk3Xz0D4nE+Ei18F3kcjlN2wVyNSe8uE0URU7mH2bQaON/j+8xsAcn00NLtB1PP0GvwcY/LXnA00PYHXu2RNvpxGs07/hov6+r0sBRgziUcxL9XR3A0dmxWHnY4uhY9gBtV1dXhg0fxoABA6q08xQgqHNbLqsjS7TpRD2R6lgaNmz4wHOnvzmN0K+PM0z3FMP0gzjzzUneqcKp/507dyZSEUGBNr+4LV+bzw1lBJ06lf33n4WFBQMGDGDEiOE1vvP0XzKZjE6dOjFq1KhH3ijayckJGy9z4vNvFbfpRT3n9McY/MxTFRlXYoykWthoVPkIVIqmK7UXBMECKAB6AKeA/cBwinYffQH4d9Gjrbc/P3778X2isc8pKac335nM5PDxXLu5E0+ZI5G6JOya1GX0S2MMHa1MTz8zilmhp/ns3N80tnAiWp1NroM5S6d/ZuhoZQoODubcyb5M+G0HnetbEJejJyJLyRffLDN0tDL5+fnR58XnmfnjKto5upCr03IhL5sF33xt9AWvv78/zi1asPzkKQb6+aLR69h09Tote/XGzc3tvuclJydzft9h5rTsU/w1PunbnKTLxzh27BidO3eu9OwKhYI5SxfwwaQZNDHxQCmacE4VxaszJuLi4lLpz1+bvb/wAya+MJ6wxGs46u24po+mac9W9O1fc9eQldxFmn4kqVmkWvg/Zs2fyfjnJ3IjIQJ7jRO3FJE07RvAkwMHGDpamV5/8w0mn5/Mumt/4qZzIU6WgE1jW14d/6qho5Vp8LAhnDt5iiUndhBg6kq8LossOxlfffCtoaOVqW3btrQb1Zlv1/9GQ1l9soUcEi3T+erL5YaOVqZ27drxW8PVbL3yD+3sm1OgLeTvjOMMe23UAwdxXL16lfhTcYx2GVXc1su5B2vOrSc8PJyAgIBKz25lZcWMz6ex8N1P8ckt6uyNVFxh1hczqrwjurZZuGw+E56fhF2GCxYaG24prtB3TE/atGlj6GiSqiDVwkZBMET9JQjCRxTtHqoFzgKvULS+01rA4XbbaFEUVYIgmAG/AC0puts+ShTFyHte+LagoCDx1KlTlfgVVDxRFLl06RLR0dE0aNAAf39/Q0cql+vXr3PlyhU8PT0f+c6aocTFxXH+/HmcnJwICgoy2t1e4+Pj2bV9KwX5uXTt2ZcmTZpw8OBBNq79HRs7e96Y+CYeHh6GjvlQ9Ho9e/fsYe/mTchNFPQfPpzgrl0f+H1z9OhR/ln4Dc/4l1wz9Pita6i6N+XVCeMqO3YxlUrFsWPHUKvVtG/fHltb21LHqNVqdu/eQ/j5qzQM9KNvvz6VvqFCTafX6zl79iyJiYk0bdq02k1RrQkEQTgtimKVLtzb2sdaPDH/0Z9S8eyBKs8skZRFqoVLE0WRs2fPkpCQQGBgYLWaqSGKIuHh4URFReHj41MlHVkVKSoqisuXL+Pu7k6LFi2Mto6/efMmu7buQBRFevbvg6+vLzt37mTHn1tx9XBjwuQ3cXJyMnTMh6LVatm+ZTv/bNuDhZUFw8Y8Tdu2bR94ztatWzk29xBdXEqO9DySeIx2szsxePDg+5xZ8fLy8jh+/DgAHTt2vOcGuvn5+fy1Yxc3rtykWVATevR4AoVCUWUZayKdTsfJkyfJyMigVatWuLq6GjpSrSPVwrWbQTpQK1t1LBolkgf5Z+8eflr0EcOaOGGpNGF7RCqxBQq8zfX09nUiq1DD5qupTJg9n85dgg0dt1JER0cz9+XxzGjes0T72iuhtJn4PH37Gc9IxIyMDF4c8RqW8Z446euRJosh2zWKVRu+f6hpZRKJsTJY0TjvMYrG58ouGgVB6At8CciBH0RR/OQ/j79NUQeXFkgBXhZFMfr2Yy8A798+dJ4oij/fbj8AuFE0whCgtyiKybcfexqYQ9FSg+dFUXz2kb9AieQepFpYUtP8sWY967/6ia62AciRcTA7nBxTLfW0DrS09CFdk8Oxwqt89M2nNG/e3NBxK8XZs2dZ9saXDHUqubTF5tRtvL58vFFtTBofH8/LT4/DPq0RtqIbqbJIqJ/Kz+v/J41UlVRrUi1cu2thQ0zhl0gk5aBSqfjui3l8M6wZlqZFd21bedoy7od/eGZgVwLqFt1p79LAnbfmfUj7HXurbCH5qlSvXj1sG9RjV1QYveo1RiYInE+8RZgum+k9ehg6XgnLFq3ANaYV/tZFu/LWI4Ab8RdYsvAr5n3xkYHTSSTVjNwUbB9n4fwDD3xUEAQ5sBzoRdFak6GCIGwVRfHyXYedBYJEUcwXBGEc8BkwUhAEB+BDIIiiAvD07XP/Xej5OVEUS/RiCYLQAJgJdBJFMUMQBOfH+OIkEomkxsvIyOC3r35guv8wFPKiGtfP0pU5R35ifJd+OFkUrefftMCX+dM+ZN2uTUY7ivZxtGjRArW7jnOJ52lmX7RvwMXMSxS4qmjVqpWB05W08IMv8EnrRV3Lor0ZPAkg4voxVn73E5PenmjgdBJJNSPVwkbDOOcqGym1Ws2ZM2e4fPnyPXd9NJT09HRCQ0OJj48v+2DJQ4mPjyc0NJT09FJ7NFS5sLAwWrhaFHeeAuTm5jCypRshN+KK22zMTWnoYMrVq1cNEbNKLFi6GHWQHzPP/cX00zs44yzj69U/olQqH+l6Wq2Wc+fOERYWVqEbUR3ddwI/q5Yl2upbBnLy8JkKew6JpNbQqSHz5qN/lK0tcF0UxUhRFNUUTaEuMbxHFMX9oij+u2NGCEUb/AD0AfaKoph+u1DcC/Qt4/leBZb/W1j+eydeIqkOCgoKOH36NFevXjWqWjg5OZmTJ0+SnCz9OFWUW7duERoaSnZ2dtkHV7LQ0FBaWHgVd54C5Gfn0t0xkAsp14vbHM1tMSsQauz3gSAILP95OepgkRVpP7Ai7QcKO2n45pcVj7wE2b9/30ZERFToz3TYmSu4W/iVaPOzDGLvtgMV9hwSSa0h1cJGo+YNU6skBw8cZMG0z3FWe6IRVKgcslmy8gu8vb0NlkkURZZ8sohDm/fjraxLgiYFj5beLFj6ibTW4iNSq9XMnvoOyZev4m1tQ3hmGu369uat6dMMdifb3NycXLWuRJtMJiMjX4OFecl1hHJUunuuQVRTmJmZMXXWTKbOmvnY1wo9GcpHUz7CVeOK7v/s3XdcleX/x/HXdc7hsIdsRNyKe6/SEvfIvXJvTdNsWFnat6zMUis1Lc2999YcuTUrV5Z7haKCiGyQdcb9+wN/ILnlwH2A6/l4nEdxca77fuPiw3VfQ5iJsY9m8pzJFtl/2NbOFkNyKrZa+4w2k2JAbyv3fZKk56YA5mz9++sphHjwyfccRVHmPPCxP3DzgY9vAXWfcL1BwI4n9PV/4OOFQggTsJ70JU0KUBZACHGE9GVS4xVF2fkcX48kqWLLxq1M/3I2XsbipIhEbANMzFjwPd7e6k0cMZlMfP7xF/y1+wze+BNBKDWaVeazrz9Fq9WqlisvS0xM5P3ho4m/Eo27phAhxlt0GNCJQcMHq5bJwcGBJMWQpU2j0ZJgTMFTl/VnnmRjGnZ2drkZL1e5uLjw+STLrGba8+seJo+bhldaMdJEEiavJKYv+JaAgIBsX1urE5hNZrRk/j1MNSfj6CSX70vSc5O1sNWQA6jPIDIykq/enUIH3UDs7dP/0Y+IDuOdge+zYc8a1Q4d+mXLNi5u+odRRfpkDO4dPHOUGVOm8/4nH6qSKa/7cepUAm5H82bdRkD6IPXsg7+zrfwW2rZv/5TeOaN8+fLcTLXl8u0YyvoVAkDYOrLweChzB2bOcjwXGkmirauqg/p5RUJCAp+O/Ixejr1wdkw/7TQyJZLRg0azcf/GbG+B0KVve7Z8s5u6jm0RQqAoCn8n7aXjG20sEV+SChwleyePRj5l36dHXfyR03CEEL1JX6LU8Bn69lIUJVQI4Ux60dgHWEJ67VUGCCL96f1hIUQlRVFin/aFSJJagoODmfG/+bSwHY6Nbfqqj7Dr//LuG2NYvnGharkWz19C6PZYurkOzWg7uH0HS8osZcCQ/qrlysu+GjeB4td9qOHTDACTYmL5/A2Uq1Ke+vXrP6V3zqhbty7fKRO5cy8aH0f39EZHHXuiTjO9evOM952OvIpf+WKPPNxTyur27dtM+mA6bW2GYnt/wPnOnVu8M+gD1u1ame2JI606N+PkokNUdMz8mepMyq8MGdQ529klqSCStbB1kEv4n8H2rTsITK2BvS7ziZm3XWHsY1w5f/78E3rmrPVL1tLK+9Us3+Aa+NTmwPZ9qmXK6w7v/JXWpStmfCyEoHtgVTYtW6FaJiEEE6fP4vsTcXy2/QJT9lxm9C/BvD7iAz4/cJXvDl7g011n+PliIhOmzlQtZ16yf99+yhvL42zjnNHmaedJ4RR/jh8/nu3r9+rbg0qd/fjVNJtjaZvZbfqZMu0K0X9wv2xfW5IKJLN48dfT3QIenG5TBHhoTxwhRFNgHNBOUZTUp/VVFCX0/n8TgBWkL4/6/z6bFUUxKIpyDbhEehEpSVZrw6rNlDU2wEaTuWVOYftSxF1LVnULqS0rt1HPqVGWtnpOjdi8YqtKifK2tLQ0zvzxD9Xv768JoBVaGrvWZ/3itarlsrGx4ZvZU1kQfYj5wb+y6PoeFsT+xsAxI/jh1hZW3tzPj9e2cMwtlC++m6hazrzkl83bCUytg602c7auj30RRIQdV65cyfb133p3OH5N4KBhLn+lbWGf6SeC+lembfu22b62JBVIsha2CnIG6jNISkxCrzy8FERvtiU5OfkRPXJH0r0k7O2z5tIKDZhebP+aLRu3sGjGQlISUnDycGbkRyN5NSh/nuj+OIrZjOY/T1zt9XpVf58BAgICWLR2M1evXiU5OZmxFSqg0+kYPuItLly4gJOTEyVLlsz1bQZCQkL47osvuXXlKopGQ9BrrRn+9qgX3pM0tyTdS0KvPJxRr1jm91qj0fDZV+OIHh1NSEgIAQEBeHp6Zvu6klQgaW0RbsVz8g7HgTJCiBJAKNAdyHISqBCiOvAz0PI/+zTtAiYKIQrd/7g58LEQQge4KYoSKYSwAdoAe+6/ZxPQA1gkhPAkfRlTcM58aZJkGQlxidhq3B9qtxH2pKSkqJAoXVqqIcugLoCNRk9aquExPR5PURSWL1rBinlrMCaZ8PB34/3x71KzVk1LxbV6JpMJHdqH6kl7nR1JiUmP6ZU7AgMDWbNrM5cuXcJsNlO+fHk0Gg3D3xrBpUuXcHd3p2jRorme6+LFi0z5dBJ3rocjbARte7Rn8JtDVFuh+KwS4++hFw//fGuDnUVqYb1ez3czv+HOnTuEhYVRokQJ3Nzcsn1dSSqQZC1sNeQA6jNo3KIR2+d+QgWlOhqR/s0w1ZTCbZsQqlSpolquJm2b8cfKvwjyrZfRdjnmGmWrlXvua/2y9RdWfbmcHl5dcfC2Jz4tge/f+xbHuY7UrFlwCscylStx+vYtqhbOfIiyN/gSQS2ftg9yzhNCUKZM1gczer2eqlWrqpInPj6e0YOGMKx0Rco2bInRbGLLn3/x1d3/8fnkSapkelavBr3Kim9XUEepg1ak781kMBv4l6vUrl3bYvdxd3fH3f3hHzglSXoOxlSUmJAcu7yiKEYhxEjSC0AtsEBRlHNCiC+AE4qibAGmAE7A2vsDCzcURWmnKEq0EOJL0gtPgC/utzkCu+4XjFrSC8a599+zC2guhDgPmIAPFEWJyrEvUJIsoFXHZnyz7WcCHpggcs8YT4pjtKpbB9VrVIcLm/+momvmCeTn40/xUocnbd32aIvnL2XH1EO0dRyE3taW2LAoPh40np/WT6V06dJPv0A+YG9vT6GiHoTG3MbfyS+j/XjsKZoObP6EnrlDo9FQvnz5LG329vZUq1ZNlTy3b9/mg37v0s2lDX6FvTGYjexYup8fEpN456N3Vcn0rJq91oSPl3xFWaVKxoB5sukeUfpbVKhQwWL38fHxwcfHx2LXk6QCSdbCVkNY0wmallKrVi3lxIkTT3/jc5g6aToHlv9OWWN1DKRyQX+C9yeNolmLZha9z/NISkpiWO+huN2xo5RNEcKNkVywCWHWijn4+fk9/QIP6Nq8C13pgKNN5jYF4UnhnPD/h1nLZls6utUKDw/nrX4DqOvgRjEnV87GRnLDXsuPixbm68OZXsSKpcuI2bqLtoEVs7SPPbKX6WtX4eHhoVKyZzN/9ny2zdlGVVEdE0ZOKacYMm4w7Turs9etJOUFQoiTT9lDyeJqFndR/vi03tPf+Bi2g3bnemZJUpula2FFURj3wWec3XmdIoZKpJBIiONffPPzeGrXVu+vV2xsLAO7DsH9jj++ShHCxS2ifUJZsHbuc812UxSFlvXa0kkZhk6TeeDj9cTLmJpFMHHqlzkR3yoFBwfzdt+3qGQsg6fOncvGa2jK2vLD/BnY2MjDMB80bfJUUrdEU9Mzc0KNWTEzI3wRaw9utPrDrCZ9+S1H1pyklLE6qUoyV+yOM27aBwQFNXx6Z0kqoGQtXLDlyxmoIcHX+XnmbHr07YmLi4tFrvnumLdp3aElu7fvwcHJh4/bDVP9aZqDgwML1y7m0MFDnD15mnqlq/FpyxbY29s/vfN/JMcn4+iR9VREH3sfbt+6/dS+kZGRrF66mPOnThFQqhQ9+g+kWLFiz53BGvj6+rJ080Z+3bmTG8HXaFi1Kw2DguRJro9wKziYii4P/3AS4OTCnTt3rH4AddCwQTRq3ohdv+zCxkbPsLZv4O/v//SOkiTlvvz3rFeSctT1f0NYvGAJXbt3scgDYCEEX035nDN9z3Bg9yHc3P1o0/4d1VdZuLm5seqX5ezds5dLZ6/QoHJLGjdp/NxbCaWlpaFNs0Fnm3WA0MfOnz//PfnU/mFhYSybt4Sr5y5Rtkp5eg3s89yTGaxFyZIlWblzNTu37yQsJJR+9YdQr149q1+SroYbV65Tw6FsljaN0OCqdSE2NhZfX1+Vkj2bMf97n/Odz7Nv136cXHwY33Y43t7easeSJOlRZC1sFfLlAKqLyYmwZdcYsLk/C9cvstggamBgIIGBgRa5lqVotVoaNW5Eo8aNnv7mJ/D09yIyJhJP+8x9Gv+ND6ZCrScv4bhz5w6j+vamczEv3i7ty9W7IYwZ2I9x02ZQuXLlJ/a1VnZ2drTr0EHtGFavYo3qnP57KZX9MgcdzYqZq/ExeWYAvWTJkgx/a7jaMSRJepKc3/dJkvId+zQX/vj2ItvXD2bJhoXY2tpm+5pCCKpUqaLq9lWPotfradW6Fa1at8rWNXSugqTERBx0ThntwUmXqFb3yV9vcHAw7/R+k2YOtejgUo8re0MYtn0gP6yYnWfqof9ycnKiS7cuasewelXqVuPyubP4OmQOOqaZ0ogTCXlm7/sKFSpYdMm+JEk5QNbCViNfPkrUCi0ve9ehUkIZVi1dqXacPGHU2FGsi9vEtfjrmMwmLsZcYrdhH2+8O+yJ/RbO/olepfxoHFgSd0cH6hQvwph6lflx0te5lFxSS7MWLbggTGy/dI5kQxp3EuKZeuwILV/vhqOj49MvIEmS9CxMaSjRIS/8kqSCSCu01HZpiPN1P7Zv3a52HKsnhODtcSPYnrKc8ORbGM0GLsaf5qLrH/Qb2ueJfX/4eipd3RpR3as8LrZO1PSpSHvnBsyc/EMupZfU0vn1Lpxz+JejEacwmI2EJ0WwOGw9A98ZjE6XL+cpSZKkBlkLW418OYD6/yq4BnL80PGnv1GiRs0aTFn+HSGVQ1liXEl8gyR+Wvv0J+f/HDtGvRIBWdoC3F2Jvh2Wk3ElK6DX6/lpyWI0DV/iq4unWBh1i3Yfvsug4U8edJekZ6EoCqdPn2bJ4mXs27cPg+H5T1SW8gkFFEW88EuSCrISuvL8eUDWws+iSbMmTFz6P8Kq/8NOp8W4dTGycNNcvLy8ntjv2sV/KeFaJEtbGbdiXDl7MSfjSlbA2dmZuWsW4NDek4Wp6/nd5wxvz3ifjl07qR1NygfMZjPHjh1jyeJlHDlyBLPZrHYkSS2yFrYa+frR6P96HQAAIABJREFUWETyXfyq5M39h9RQrlw5pvz07XP18fbz5VZsHEXdM/fCTEozoNFnf6mYZP2cnJwYOuJNho54U+0oUj5iNBp5a+hogk/E4pJckhT9Ub7z+ZGFq2bJvbkKKln8SdILiTLcpXjxwmrHyDOqV6/Oj4uqP1cfRxcn4lMTcbHNXPofm5qAi5urpeNJVsjd3Z13x7zHu2PeUzuKlI8kJyczuM8IYi5pcEoJIMn2CPqiM1m06meLbU8o5TGyFrYK+XYGakJaAnuTfqP3kCcvu5Gyp+eQYcw+cY7E1DQA0owm5hw7Q4fe8tddkqQXs27NBm79ATVsu1ParQ6VHFrjdedVPh3zldrRJJXIp+6S9Pxi06I4Z3eErr06qx0lX+s9vB9rw/aQakqvhVONaay7vZc+b/ZXN5gkSXnW3FnzSTvrRzW7zpR2q0MV+3bYXavEd9/IrUEKKlkLW4d8OQP1riGKVcYtvD91DGXLln16B+mF1a1bl9h3PmDM9Gk4YibBaKZtj1683rOX2tEkScqjNq3eTknbllna/BzKcuTULsxmszwJuKCRG+dL0nOLMd/lT68tTJ78VZ49DT6vaN3mNRLjE5k+axH2Zj0pWgP93h1IsxbN1Y4mSVIetWPTPqo49s/SVsyxGof3zlInkKQuWQtbjXw5gFoisCRrd69HCDnanhtatGpN85atSEpKwt7eXg5uSJKULTY2OkyKMUuboigoKColklRlSpUb4EvScypVrgRrd61SO0aB0a3n63Tp3pXk5GRZC0uSlG1anRazYkKLTUabgiL/bSmoZC1sNfLl30CNRiMHT3OZEAJHR0f5j7okSdnWrW8HrqYdRFEyB0xvJP1D3Very39jCiJFZO8lSQWQ/Lcy92k0GlkLS5JkER27t+Zy0qEsbf/e+4PmbYPUCSSpS9bCViNfzkCVJEmS8q42bV/j5LF/OLh1Hq5pJUnR36VQOQ2fTpiudjRJBQqgyMnHkiRJkiQVEP0G9uHs32M5dmQRzmkBJOnDCajlwtujP1U7mqQCWQtbDzmAKuU50dHR/PjtNE79fhydXk/rbu3pO7D/U5/4JyUlMXfmLA7t3ANAw1bNGDJyOPb29rkRW5KkZySEYPyEcYS9GcaFCxfw8/OjfPnycmVBASV0ekShYmrHkCRJshphYWFM//oHzp08h52DHV0HdqVbj65P/T4ZFxfHjCkzOHrgKFqdllZdWjFo2CB0OvkjoSRZE51Ox9SfJnP9+nX+/fdfihYtSpkyZdSOJalE1sLWQ363lPKU1NRUhvcaRGNRho9LdCLNZGD78kN8de0G//tq/GP7KYrCu0PepHysHZ+UaQ3Avn1neO/MSH5aPE8OzEiSFSpcuDCFCxdWO4akMsWYhhJ1Q+0YkiRJViEuLo43ug3j5ZQg+jo3IDktme2TdnI3/C4j3xvx2H5Go5GhPYZSPqICAwsNwmg28tvC3xh7aSyTZ0zOxa9AkqRnVbx4cYoXL652DEllsha2HnKTHilP+XXXLsqmuVPLNxCN0GCns6Vj8QacOXiMyMjIx/Y7ffo0NuGJNC1WBRutFhutlhYlqqG5Fcu5c+dy8SuQJEmSnpeiiBd+SZIk5SfrV62nXGJlSrsEIoTAQedAa/cO/LJiO8nJyY/td/DAQdwjPKjuXh2N0KDX6mns0Zh//wwmNDQ0F78CSZIk6XnJWtg6yBmoUp5y9dwlStn7ZGkTQlDUzpObN2/i6en5yH7BwcGU0BV6qL2E3p3g4GAqVaqUI3ml7ImIiGDtirXcuHqDGi9Vp23Hdjg4OKgdS5Kk3KQgN8CXJEm679KZyxSxK5mlTSM0uGs8uXv3LkWLFn1kvysXrlCYh1d1+OFHSEgI/v7+OZJXyp7Q0FBWL11L+M07vNy4Lq3btkav16sdS5Kk3CRrYashZ6BKeUrZSuUJTr6TpU1RFEKSH18wApQqVYprhpiH2v9Ni6JUqVIWzyll3+XLlxnYrj9Rq8MpfbYoJ344Rt+OfYiPj1c7miRJuUwxixd+SZIk5SflqgRyKzUkS5tZMROtROLt7f3YfmUrlCWUsIfab3NbLhG2UsePHWdgm2GELU3F9bdSbPn0EP27DiYlJUXtaJIk5TJZC1sHOQNVylOatWjOkp/mc/T2eWr7liPVaGDrzT+p1vglPDw8HtuvcuXKmIq4suv63zQOSJ9tuufGGTRFPahQoUJuxZeew6RPvqGjQ1v8HHwB8HcqjMNdO5YuWMqIdx6/x5ckSfmMzhaNx+MfkEmSJBUknbt3ZsPS3rjGFaKsSzmSTUnsidtJh8HtsLOze2y/hkENmeMzh5N3/qJaoaoYzUYOxxymXFCg3G/cCimKwlcfTaKVpjfOzm4A+BLAH1f2sHnDFl7v2U3lhJIk5RpZC1sNOYAqZVtsbCxrlq/k/F9/U6xMKV7v2zvHCjG9Xs/sFQv4/uspvLtrLrZ2tvQdMpA+A/s9sZ8QgqlzfmT+rJ+ZuH0XIGj0Wgsm9OvNiqXLOHHoCF6FfenWtzelS5fOkeyWZjAY+GXrNg7v/BUnV1c69e5B1apV1Y71zO7du8fRo0fRarXUrVs3S9GvKAq3r93Gz8c3S5+q7lVYs2ujHECVpILEmIY58qbaKSRJkh4rIiKClYtXcPnMFcpVK0ePvj0eu61Udrm4uDB37RwmfzGF7w6uw9nZieHj3qRT145P7KfVapmzcg6zp81m4e6F2NjoaPNGGzp268i82fM49fspipYqSs+BPQkICMiR7JaWkpLCpnUbObLnCJ6+nnQf0IPAwEC1Yz2zuLg4jh07hoODA3Xq1MHGxibjc7GxsZhjNTjr3bL0CbStyoEdh+UAqiQVJLIWthpyCb+ULXfv3mVwlx4Yd/9NJ+GP+4mbjHy9LxcvXsyxe+7btYezh0/QxKMKNR1Lsnn5Wq5evfrUfnZ2dox4923W7v6Ftbu30X/oIEYNGEL42j10ED6UvhLLuAHD+e3QoRzLbilms5l3hg7jn/mraYsHNSMMTB31IetWrVY72jPZu3sv3Rp1YctHG1n/4Wo6N+rE8WPHMz4vhAAdmMymLP1iU2Nx93TP7biSJKlMbpwvSZK1CgkJYVCHgcSvi6XurZrErLrLgPb9uXXrVo7dc8u6LVz+8wp1bOpTzFCKZT8ve6aDoFxcXPjw0w/ZengLG/ZtoEPXDgzsPIDrC65QJ7Q6YqeB4Z2Gcfr06RzLbimpqakM7j6IEz8cpdbNqrj85sCHPd9n967dakd7JhvWbqRrw16sensnc4atol3Dzll+frK3tydFSUJRlCz94o2xeHjLWliSChpZC1sHOQNVypaFs+fQ1q00dYukz9r0dnLFz8mN6RO+YdayRRa/3/Xr11k1fQEflu2MjTb9j++de9F8PGI0a3dtRqN59mcCG9etp5rJkbZlqgPg51yIkoV8mPzVJOq/8kr6IJ6VOnz4MC7hcfSq9HJGW2kPHz6ZNYc2Hdo/cQmX2mJjY/l+7LcMcO+Dvc4egIS0BD4b9SkbDmzMyN6qcyv2rTlIU69GCCEwmA38GruXt758R834kiTlNgWQ+zdJkmSlpk+cRnNNE0q6lQDAw84d51hnZkyawaQZkyx+v1OnTvHrvL30KTQEjUive0MTb/LRiI9Ztnnpc11r8dzFVLtXmVpeNQDwtPPAO9mHbz+dwpJNz3et3LZ101a8wzxo7N0QAC97TwKcivDDhOk0adbkuX4myG03btxgzpeL6Ww3DJ1d+qzTmJRI3h/yEVsObkCj0WBnZ0fdJjX5e+cfVHdKr/dTTSmcZB/fDpqgZnxJknKbrIWthvV+Z5GA9Ker1nxozskjf1KrcNaTQIu6eXLnRs48dd+1dTtBLuUzBk8BfBzd8TE6cunSpee61olDR6jtWyJLm4udPY5GiIl5+MApa3Ls8G/U8iiSpU2v1VHGyZ0rV65Y7D5GozF9CZHZbLFrHjxwkIpK+YzBUwBnvTOllBIcO3Yso234O2/i3dKP2Xfnszp6PXNiFtHp/a7Ur1/fYlkeRVEU4uLiMBgMOXofSZKenaK8+EuSpLwtKSmJxMREtWM81pUzVyjhXDxLWxnX0lw4dT5H7rdl9VZq27ycMXgK4O8YQHJoKhEREc91raMH/qRSoYpZ2rzsPYkKjbJo7ZcT/tz/JxUdy2dpc9DZ42J0Ijw83GL3SUtLIy4u7qGZoNmxY+suyhtqo9NkLtkvpPfEOdGL8+cz/9yMm/AxTk0MrEv9iR1pK9iqncdb3wzJ8fMbzGYzsbGxGI3GHL2PJEnPTtbC1kHOQLVS9+7d44uPJnDqtzPoscXR147x339C+fLln945F3l4eXInMY7CLoUy2lKMaWge2MPHksxmM0I8PO6vRfPchZ6Xny93rsbh65y5t5BZMRNnSMHR0THbWXOSt58fd/4Kfqj9TvK9Jx6m9azMZjPzfprNjrUbcNXqSdSYGfze27Rs3Srb1zaZTGgeMbtXowhMpswl+zqdjo+/GEvih4lER0fj6+uLXq/P9v2fZP++A3z/2TQ0SXpSxD1adG7K2x+OQqvV5uh9JUl6Ap0e4Sk3zpekgiY6OppPRo/n8qnraNDiXcKNr6aNp1ixYmpHy8LBxYF7xiScbDJrxwRDAk5uzjlyP6PBiOYRc2AEWeuoZ+Hl603UtSj8HTPPLjCYDQgbYdUzOAF8ingTdToKP8fM/fIVRSHelIirq2u2r280Gpn69fcc2Lofe2GP2VHhvfGjafBqg2xf22wyIR7xe6hRsv48Y2dnxzfTJxIfH09sbCz+/v45XpNu3rCFWVPmo0mxJU2bRLcBHRjy5iCrXpknSfmerIWthnV/ZyzAPhjxEYb9TnTTj6Sj7VBqhbfi3b4fWt3MyF5vDGLZ1WOkGtNn65nMZlZeOkaH3q/nyP2atm7B4fgLmJXM4iImJYFQ4p57cLlr316su3WW+JRkIL3o2nr1H+o0DsLW1taSsS2ubccO7Im6zp3EOCA9+283ruBaMsAiB3gtXbCQ61v383X1Voyr1oz/lQ9i5TfTOH78+NM7P0XDoIacUS5gMGXO8Ew2JnOFYOrWrfvQ+52cnChatGiOD56eP3+eKe9Mo01aHzrbDaSHfgTnV4Qw47sfc/S+kiQ9mWJMw3z35gu/JEnKexRF4c3+76D7syStdSNpqRtOwJVXGNZzFKmpqWrHy6LHkJ78ErUDozl9tp7BbOCXqJ30HtY7R+7XpttrnDQczTIjMiL5DhovgZ+f33Ndq++bfdkZt4cUU/qvqVkxsydyH217trNo5pzQrc/rHE77g4S0BCD9z8zvUUep0bC6RSZCTP36e8K23GSY52AGePbhdV0nprw3ySIrvVq0ac5F3XHMSuaAd4Ihjmj721SsWPGh97u4uFC0aNEcHzz97bcjzP5kGU1SB9FCN5jWjGDXzGMsX7IyR+8rSdKTyVrYesgZqFbo9u3b3PrnDu2d2mS0udt6UTq+Bls2bqXfwL4qpsuqfoMG3B01iM9/moOb0BNjSKZl14706t8vR+5XpkwZmvXryJRF66hlX4IkDJxKvcEXP05+7iflZcqUYeSET5j81WQcTRBnSKFO4yDeGzsmR7Jbkru7O5/PnMbkTz5Dk5BMsslIqeqV+WrCFxa5/pYVa/iiUlO0939NHWxs6Vu6FivmzKd27drZuraHhwdvjB3GzxNnU1mUx4SZc1zkw0ljcHBwsET8F7J09nJe1jTHXpdedGuEhgbOzVi59idGvT/S6mdiSFK+pQi575MkFTAXLlwgNURHccfMpcpedkVwjy7N3r37aG2BFTGW0r5Te+Jj45kzdwFOihOJmkR6vt2L1m1a58j96tSpQ43OVVm5cRGlDIHc0yZw0/Ea02dOe+5r1a5dm0GfD2b25Fk4Gh1IUBJp3q0FQ94ckgPJLatYsWKMm/E/Jn8yCd1dDUlKMrUa1eHjLz7O9rXT0tI4sHU/w7wGZ2yV4GTjREPbV1gxfzmffTM+W9cvWbIkXUe1Z83MORRPqYhBm0aIwzkmzZyg6qqnedMXUdemHXpt+nkEWqGlnn0bVsxdQO9+PVXLJUkFnqyFrYYcQLVCkZGROFPooXZXjQdhIZbb08dSOnTpTLtOHYmJicHZ2TnHZwoOfGMwLdu25vcjv2PvYM+YRo1eeOCtXIUK1Kj/EkcP/o53kaK80rRxjue3lMqVK7N08waio6Oxs7Oz6OCjYjCi12X958HX2Y2If89Z5PrtOrWjfsP6HDxwEK1OyydB4y2y3Co7bt8Kp46+WpY2jdBiY9KTkpKi6uCuNTKbzaxbs4GVizdiNBpo06k5nbq0Z+HcpezffQS3Qq4MHN6TZs2aqh3VKly8eJGZ383l6uVgylcqy1uj36BkyZJP7ygByBNEJamAuXv3Lg6GQvCfHaEcjO6Eh1pXLSyEoO+gvvTs15O4uDhcXV3R6XLuRywhBB/+7wOu97nO0aNHcXd359VXX33h1VPValajWr0a/PXnXxQtUZxXm76aZx4a13upHuv3bCAmJgYHBweLHaKalJSEg3DIss8sgJedB5dvPryF1osYMKQfLds058hvR7B3sCcoaLzqW4hFRkRR1cYzS5tea0daktwL9VEMBgPLlqxg4+odaISgS6+2NGnWiJ9/XMDR307i4+vN0FH9ePnll9SOahVOnTrFT1PncysklOq1qzDi3aH4+/urHSvPkLWwdZADqFaodOnS3NXcwmg2otNk/haFcJFBDbuqmOzxNBqNRfbefFaFCxemS9cu2bpGTEwMw7r3p7ldOcYVb09EUgw/f/gNke8Pon2nDhZKmvPc3d0tfs1Cft7cTojBzzlzIP94aDA161uuAPDw8KBT504Wu1521WtUh4s/n6GG68sZbQmGOPTuOuzt7Z/Qs2D6ZMznnNgWQSmHdmiEjo1TD/HN59Oo5taF0s59SYmNZ+LbC7n5bhgDh1jPrHk1/PPPP7zVZxxllDZUtWtCxIFg+h95i3lrplK2bFm141k9odOj9QxQO4YkSbmoYsWKRNh8j1lplmUQ647dZWrXs87l5TqdLldr4eLFi1O8ePFsXSMsLIyhnd+gvimI/i5DufNvOJ8N+Jz3p73Hq0GvWiZoDhNCWLwWdnV1xehgItGQiJONU0b7uYQL1O3x8HZTL8rPzy/bP89YUu36Nbi28RylnCpntEWm3qZI4PNtDVEQKIrCiCHvcfuYDSXtu6KgsHjCr4wfM4mabj2o4DSAhAtRjB3yPe991Y92Hdo8/aL52IH9Bxn/1jTKiTZUs23FrV8u0ufQMJZt+tki28/ld7IWth554/FiAWNvb8+Ad/qwLWkxoUnXiU69y28JO7GrbOLVhnmjmMkL1q5YTQObktTxK4dWo8HPyYPhZVuy6Iefrf7k0Zz29icfM+PS7xwPDSbyXgL7rp9nW9x1+g4ZpHa0HNOzXw9CfM5zIu43YtOiuZpwgW1pyxkz4X25cf5/hIaG8vuvZynv/Bq2OidstHZoTA64xFXDU1cBrUaHo96dyk6vs2j2alJSUtSOrKpvJ8ykouiCl30xhBD4OJaijKkt0ybNUjtanqAY0zBF3nrhlyRJeY+npydt+zbnYPIKIlJuEp0azh/3NlP6FW8qVaqkdrx8Y/6P83nJ+AqBruXQCA1+DoXp5Po6MybOVDuaqoQQvDd+NCui1nAp9grRKdEcvnuEf91D6Najm9rxcsywt4dwudAhLiQcI8EQw7+JZ/hDu44xX7yndjSrc+7cOa7/FUc5p6botfbYah1QUmzwiHkJH30gGqHF1dabanY9mD5Z/mz57YSZVLfpgbtdYYTQUMSpAv4JrzDnx4VqR8sTZC1sPeQMVCvVo093AiuWZeX8NYTGJvBa+0a069BOngZuQWdP/E2bQqWytNnp9LhgS2xsbI7M7MxpaWlp7N2zl/OnzlOqXClatG7xQrMnq1SpwnfLFrBy4WL+uHadio1qMLf3ZAoVenhrifzCxcWFJZsWsmrZGo4dPESR4oWZOWQqpUqVenrnbLh06RK7tu5Gb2tD6/atKFrU+k9YvHTpEo7GYgi7zIHlqHs3cCOQ5KTkjCVoGqHF3uxFWFhYgV6ufut6OHVtfbK0edkX4+SFHSolynsUue+TJBU4o0aPoEbdqqxdsonU5FT6dmvFa6+1lg81LejMybN0cumepc3Zxpl7Ufcwm815Zin/g5KTk9m1fRdXLgRTsXo5mjZr+kLbc73S8BV8VvqwYt5yLocGU6d7HT7pof4y+5zk4+PDim0LWbF4JaeO7qdkYAk+HDKLIkWK5Ng9FUXh9OnT7N15ABdXJ9p0eA1fX98cu5+lnD9/AYfkovDArhGR925SWLxKSkpKxpYaNlo7SLEjMTERFxcXldKqy2w2kxiVgr2Nc5Z2X4ey/HNitUqp8h5ZC1sHOYBqxWrUqEGNGjXUjpFvFStdgut/3MHL0S2jzWQ2E2tMwtnZ+Qk9rVN8fDxDug/B+64XRbVFObjpIItmLmLO6jl4e3s/9/WKFi3KmM/+lwNJrZezszNDhg9iyPDcmWk7a/psdszfRzlTTcwYeWPeKIb+rz8du1j3FhIBAQGk2kRkaXOx8yI67ha2tmUy2hRFIZkovLy8cjuiVSnk6UJSeBwONpn7/ManRuBbrGD/ujyXHN73SQjREpgOaIF5iqJ885/PvwpMA6oA3RVFWffA5yYDr5G+qmc38LaiKIoQYifgR3qtdRgYoSiKSQjxJdAeMAMRQH9FUcJy9AuUpDyqQYMGNGjQQO0Y+VaxUsUIPXGL4s4lMtpSTSloHbR5cvA0IiKCwd2G4X23NJ74s2bVbhbMWMKCNXNeaPCqbNmyjJ/8eQ4ktV7u7u6MfHdErtxLURS+/OQrjm+5SDFDdVKVUFbOGswn096nUaOgXMnwoooWDSDVbneWNlc7b+KTwrCxyfz7ZDIbMWmT8vXA+9NoNBpsHASGlJT0AeX7olNCKVGmmIrJ8hhZC1uFvPedUZIspMeAPuyIPcOt+LsApBjTWPnvQVq/3gEbG5un9LY+c2fOJfBuIM08mhHoFkgjjyBeTn6J7yd8r3Y06RFu3LjBtgW/0sFxABVcq1HJtRad7Acxa+JcEhIS1I73RGXKlCGgghPX4v9EUcwoioKjnRu39YdI1cUAYDIbuJz4K83a1s+TDyQsacToQZxOW0+KMRGAJEMc54ybGDHa+k85tgoKKNl4PY0QQgv8CLQCKgA9hBAV/vO2G0B/YMV/+r4M1Ce9mKwE1AYa3v90N0VRqt5v9wL+fxPzKYqiVFEUpRqwDfj0eX9JJEmSLGHQWwPZZ/iV6NQoAJKNyWyL2UzfN/uonOzFfPvlVCrcfYU6Tk0p6VSelx1b4RdSkZ9nzFU7mvQI//zzD8c2X6SRbR9KOVemgks9mmoHM3HMtxgMBrXjPVGdOnWwL5rIzcR/UBQFRTHj5ODKDdvdGLTxABhMKZxL2kr3fh0K/CrSQSP78E/KRtJMyQAkpEVxVbuLYaMGqpwsj5C1sNWQM1CzKSYmhitXruDv7y9PkctjChcuzMS505g+YTLhFw6gsdXRsf/r9O6fNw+8OfzrYfoVypo90DWQOcfmEhwcTHR0NBUqVJCnyeeQ5ORkzp8/j7OzM2XKlHnqEsPDBw9TKq0yGsfM51g2Gj0BhjKcPHmSoKCgHE6cPT/O+54pE6exd+csFLNCraZV+XTgCmZ+N4+TF7ZhY6ujy/DXeOPNwWpHVV2Tpo0xfmtg5rfzSYhJws3LiS/Gvku9epY7iCJf0+nR5OzG+XWAq4qiBAMIIVaR/lT8/P+/QVGU6/c/999NzBTSF/DpAUH6meF37veJv/8e3f3PK/9pB3D8/3ZJyqsiIiK4fv06xYsXf6EVL5J6ypUrxxdzxjP1i2lE347B1klPn3F9rH4lzOP8c/QMnRzfytJWwbkWv+ycQ7subbh37x4VK1bMWF4tWVZiYiIXL17Ew8ODEiVKPPX9e3ccoISxepaa2U7rgFuqPxcvXqRy5cpP6K0ujUbDguU/MfHzb/nz0I8I4JVOdfm860Kmfj2LS9fC0dvr6DOyK33691I7rupe79EFnU7L/JnLSEpMw6eoO9999pk8TPVZyVrYasgB1BekKAo/TJnKgQ27KWnnx+20KHyrFOPr6VPkN+U8pHz58sxenj82r7aztyMlLQVHTeYSkRRDKteuBfNlvw9x1zlzNSWMXm8NpFvP11VMmv9s3riV6RN+xsNQjFSRiG0RIzMXfI+Pj89j+zg4OZAmHj5cyaBNzROD3A4ODnw2YSyfTcjavmD5T+oEsnItWrWgRasWasfIkxSjAdPdHN0A3x+4+cDHt4BnGt1WFOUPIcR+4DbpReNMRVEu/P/nhRC7SC9KdwAPLnX6CugLxAGNsvsFSJIazGYzn3/8BSd3/4Mv/kSIMKoEVeLzyZ8V+NlWeUnNWjVZtmWp2jEsQqvTYjIY0YnMlWT3UhO4fO0y43tOxB57wjQ3eefzt2jZuqWKSfOfxQuWsnDGatyNxUnWxOBV1p4Z877D1dX1sX2cXBxJI+Kh9jSS8kQt7ObmxuSpEx5qX75+vgpprJsQgi7dOtGlWye1o+RJsha2HnIJ/wva8ct2Lmw6zvslu9PZP4iRJTrjcQmmT56qdjSpgOrcrzP7YvahPDBPf9PFjdT0KM3QYm3p4h/E6OLd2DB9GWfPnlUxaf4SHBzMD5/Op7EyjFr69tS36UXh6w14b9hHT+zXtGlTgh3OkmjIfAAXmXqHaOcwatasmdOxJSlvUcSLv8BTCHHigdfQ/1z9UdPFn+lJuBCiNFAeKEJ68dn4/h5R6RdRlBak7/1kCzR+oH2coigBwHJg5HP8SkiS1Vi2cBmhO6Lo6TyUxs6v0d1pCBG741k0d7Ha0aQCqs3rLTlxb3/Gx4qisDV4OfWcG9De6XWaO7Wjh+0gfhj3Ezdv3nzClaTn8ddff7H8krUkAAAgAElEQVTs220Ead6kum1bXrbpi/5sOcaNfvL+sW07vsZV2z9Jvb+sGyA8+Tr6wqYCffioJD2SrIWtghxAfUHrl6yhje/LWZYcNPSrweEd+5/QS5JyTudunSnbMZD5UfPZHruDeRHzuSDOMrRax4z32Gh1NHevyYbla1VMmr9sXL2FUmn1sdFknvBa2L4U0deSCQt7/F7Yzs7OfD37C7bbLGV38jp2Jq/isMtmpi/6Xs7ckaT/UMzihV9ApKIotR54zfnP5W8BD66LKgI860b2HYE/FUVJVBQlkfSn6/WyZFeUFGAL6Uuh/msF0PkZ7yVJVmXT8i3Ud2mcpe1llyC2rNymUiKpoBs6Ygi+LezZlPYzh1M3s/reNBKd79CySNuM99hq7ahmrsuWdVtUTJq/rFy4nrIEoRWZ9Wsxx8qcP/Ev9+7de2y/woULM+7799irncvvaRs4aFjOvwH7mT7/26duhSVJBY2sha2DXML/gpLvJWHvZJelTSM0YM4b2zdcuHCBKZ9O4s71Owi9hnY92zN4+OA8eeKmtTKbzSyYPYdf1mwEgxnPAF/e+2ws5cuXz5H7aTQaPvjfBwwaMYiQkBBsbGyYNPx/6DRZB+PsdbYkJUblSAZLUhSFdavWsuLnZRiS0nD1dmPUJ+9S18r2jUyIT8RW4/ZQuw32JCcnP6JHppq1arL18EYuXLiATqcjMDBQFowFWHh4OJ+Om8jff11EoxG0bN2QMWPfxd7eXu1oqhI6PVqvIjl5i+NAGSFECSAU6A70fMa+N4AhQoivSX963xCYJoRwApwVRbkthNABrUk/fRQhRBlFUa7c798OuGi5L0WSck9aaho2Wn2WNp3GBqPBqFKi53Pi+Am+HT+N6LBYdA5aeg19nZ59e8jvwxaUlpbGj9//yK+bdoNRoVi54nz81UcUK5YzJ2/rdDomTv2SiIgIQkNDSU5OZvao+ek/oz3ATtiSlPjkGs0amM1mFs5ZxLrFGzGlmvEp5s2YL0dTqVIltaNlcS/xHrbah2sVHTakpaU98QT6xk0a0eBIfS5evIiDgwOlSpWSfwcLsGvXrjF+7CSuXgxBqxO069Kct98bkScPeLYkWQtbDzmA+oIat2nGkVV/07RI5mDO5egQSlay/o2Qb9++zQf9R9PVuQ2+fj4YzAZ2Ld7PD4lJvDPmHbXj5Rszv5vGnV0n+TTwNWy0Om7FRzJ2yCh+WrsEPz+/HLuvu7s77u7uKIqCwUnD3aQYvBwKZXz+z9jztG3XL8fubylrV6xh57TNDPbtil0hW2JSYvl65JdMXDKZChX+eyigelp1aMaELbPxVzIPjkoyxpPmGP1MG+hrtVqrK4Sl3JeamkrP199Aia5LEceXURQzezb8xc2bHzB/0Uy146lKMaRhjAjNuesrilEIMRLYBWiBBYqinBNCfAGcUBRlixCiNrARKAS0FUJ8rihKRdL3cmoMnCF9qdNORVG2CiF8gC1CCNv719wHzL5/y2+EEIGAGQgBhuXYFydJOejlJi9xdvPfVHGrkdF2Ie40dV+ro2KqZ3P58mXGDfqC5rruuNl6kJqWwpbJWzCbzPQZ2FvtePnG5x99TvLBVIYUGoJWo+Vm8A1G9BzBih0rcHFxybH7ent74+3tjclk4iv919wzJuKocwLSH9Cf5RQft3k/x+5vKT9NncWxhefo5DQUGzs9UTciGN33I+ZtnkVAQI4eKPNcWnVqyoI/d+JumznTNzYtAmd/WwoVKvSEnun0ej1VqlTJyYhSHhAbG8uA7m/hk9yKyvatMCsmdi85TFTkBL6e8uTtIPI7WQtbD/Hgfon5Ra1atZQTJ07k6D2Sk5MZ3mcIhSJ0lLH1JywtinOaW/y4fA6FCxfO0Xtn19RvvidlSxw1PDO/UZkVMz9GLGT9oY3yECwLSElJoUfTtnxeuX2Wp96/37pIyivFGfXBe7mS49y5c4wdOpra+jK465z4JzkYl6qFmTTjO6ufbdy+YVuGunTDTpf55zE47gaXy4cz5cdvVUyWlaIofPLheP7eEYy/oTIpJHLL8S++mf0ZderUVjuelEds3bqNrz/+BV+nhlnab6euZdWm73Nsts7zEkKcVBSlVm7es5qfh7Jn4Gsv3N9r4tJczyxJasuNWjguLo6BXYfgEeGLH0UJ5xZ3vW4xb/Uc3N3dc/Te2fXRqHHY7i9MUcfSGW0GcxqbNHPY8ccWOQPOAqKiohjYYiAD3Qdlaf89+ncqj6xE7/65M1B95LcjfDlqIhVNNbBXHLikOUPVthUZ98VYq/59NhgMvPZSB7rbjEDzwNL4i/Gnce1i5uPxY1RMl5XJZOKtIe9x89g9vA3lSBLRRLic5qel3xEYGKh2PCmPWDBvEWu/v0Qx58zV34qicN6wgC37Fj/TYHxukLVwwSZnoL4ge3t75q9ezOFDhzlz8m9qlazNuFYt8sRSy5CrIdRwyLqMXCM0uGpciI2NfeLJ4dKziY2NxUPv+NCSoeKuXuz+91qu5ahYsSJLtq9mx7btRN65y5BXO1OzZk2rLhgh/ZulKdmAnXvWwfwiTn7sDT6mUqpHE0IwYfJ4zvQ5w4Hdh3Bz96NN+3es/odHyboE/3sDrcnjoXatyZPQ0FCrGUBVSz581itJeZ6rqyurflnO3j17uXTmMvUqtaBJ0ybo9fqnd1bZ9ashvGKX9SGnjUYPqRpMJhM6nfwRKbvu3LmDl9broXYfnQ83rt7ItRz1G9Rn2a+L+WXLdhJi4+nefCwVK1a0+lo4ISEBR8U5y+ApgI+dP5eu/K5SqkfTarX8OH8ax48f58iBP/EtUpXX2nyUo7OMpfzn6qUQnLS+WdqEENjhyd27d61mAFUtsha2DrI6yAatVktQoyCCGgWpHeW5VKlTlctnL+DjkFnUpJnSiBPxeHp6qpgs//Dy8iLKnEyq0YCtLnPPlrNRt6gUlLt7eLq6utK9V49cvWd2CSFw8nAhLjUeV9vM4uti7FUqN7S+JT5CCKpUqSKXH0kvrGatKqyafwzI3M5BURQMmlDKlrX+rWFymmJWO4EkSY9iY2NDy1YtadmqpdpRnku1ulW5vuYy5ZyrZrQlGhOwK2QjB08tpFixYoSZwjAr5iwTCoKNwbSs2yJXs3h6etJvYN9cvWd2ubm5kaq/R6opBVtt5rkb11MuUf0l66s3hRDUqVOHOnWsfwsPyTrVqleVk9v340HxjDazYiJZE06RIjm6/2eeIGth62Dda3ilHNGlexfOO17heMQpDGYD4Ul3WBa+jkHvDpanf1uIVqul38ihzDj/K7fiIzGYjBy+cZ4/TGF06tZV7Xh5wltjR7E0YhMh8bcwmo2cibrIPtNRBr456OmdJSmPefnllylaDsLjj2A0pZBqiCM0YTttO70qH2zp9Oi8i7zwS5Ik6b8GDu/HWZffuJxwBqPZSHjyTXalruDtT0aqHS3fcHR0pOOAjqy7u46olChSTan8GfUHkT53ad6iudrxrJ5Go2HYh0PZdm8ZESm3MZoNnIs7SbD7abr3eV3teJJkca+1aYVtQDgh8UcxmlO5lxbFhcR19BvSBQcHB7XjqUvWwlZD7oFaQEVHR7Po50X8eeB3PL296PNmX1566SW1Y+U7v//+OyvmLCT6biR1Xq1P3yED5dLu53DmzBkWzpjPzes3qVqnGgPfHGT1ewxL0otKSUlhyeIVbN6wC3t7W/oO7Erbtm2sapmhKvs++Xoqv/Z78X2ffCYvkfs+SQWOrIWfLjw8nHkzF3Dy91MUKebP4HcGULVq1ad3lJ6Zoijs3bOXVXNXER8XT1DrIPoO6ouTk5Pa0fKMo0ePsnDGEiLC71KvYR0GvTkAD4+Ht/yRpPwgISGBBfOWsHv7QVzdXBg4rCdNmjRWO1YWshYu2OQAqiRJkiRJz0SNorGqr6fya982L9zfd8piWTRKBY6shSVJkiTJ8mQtbJ2EEI2Bivc/PKsoyv6cuI/c5EeSJEmSJKumKNYzC1eSJEmSJEmScpOshR9NCOELbATSgP9/ctxZCPEV0FFRlDuWvJ8cQH0OiqJw8+ZNbG1tM06qT01NJTQ0FE9PT3nSoJTvxMfHExkZib+/P7a2tmrHkSSpoJJFoyRZBbPZTEhICM7Ozhn7MyclJREeHo6vr6/cp07Kd2JiYoiJiSEgIAAbG5und5AkScoJshZ+nOnAPEVR5j/YKIQYAkwDLHqathxAfUZ///03X47+DJdUO1LNadgVcaF2g7psW74VH60XkcYo6jSrx0effyxP75TyPKPRyNeffc2fO4/hrvUgkrv0Gt6D3gN6qx1NkqQCRtzfOF96mBAiHhCAAjgAyff/H8BRURR5MqRkMYcPHuabsZNxSfHgnpKAX0VvSpcrxZ71B3AXPkQrd2jVvTlvf/CWVe3dLEkvIiUlhU9Gf8bZ3y/jTCHidBGMHPsG7Tq2VTuaJEkFjKyFn6imoigPnaynKMpcIcQYS99MjvQ9g7i4OP43/CMGe7WnkIcrAL9cO8iag8v5oPYotBodiqKwe88BZrvPYuTot1ROLEnZ89O0WdzZHkX/Qm8ghMBkNrF+2koCSgTQMKih2vEkSSpAFEMahvBQtWNYJUVRMpa+CCH+UhSlxoMfq5NKyo9u3brFxHcm08muPw4OjgBsOrSS7dsO0jtwBBqhwayY2bd4M6v919C9lzwlXMrbJnzyNYn77WnnNBwAgzmNWf9bRInSxalcubLK6SRJKkhkLfxEyU/4XIqlb6ax9AXzox2/bKemLpBCdq4ZbVfuXqeFYxAGgxEAIQSNvV5h5/odasWUJIvZsW4HDdwaZcwg0Wq0NHJqzrLZy1VOJklSwSPSly296KsAEUI8+GBcrjWVLGbDqo1UNb2Eg84xoy0sPpQapiDMRhMAGqGhvmMLVs9fp1ZMSbKI1NRUju49SWXHlzLabDR6qtGEFfNWq5hMkqSCSdbCT3BdCPHQAVlCiCrAdUvfTM5AfQYxkTG4ahyztCUaknB1cMZkNML9rSF1Gh2K0axCQkmyMGP6n+cHudq4ERsdq1IgSZIKMkV5+nskDgHrhBA7gFeA8yrnkfKR6LsxuGg9srQZzGnYC3tMZhO6++P1dhp7UpJS1YgoSRaTkpKCDXYPbUXhrHPlWsQZlVJJklSQyVr4sd4B/B/R7nz/cxYlB1CfQf2gBny38ktqUimjrZxnSf6OPEcH+1IZbbcSwyhSOkCNiJJkUf6l/QkLCaWwQ+a/Rafj/6Jh71dVTCVJUkEkbGzQ+T6qLpL+431gEFCZ9FNIZ6sbR8pPGrZ4hUU7V1OMzLq3sGMRQhKuUFJfMqMtOPEiVRvL5c1S3ubi4oKth4b4qBhcbApltF9J/ZvmbeRWVpIk5S5ZCz+eoij/CiGqCCGmkn4OwG+KomxQFOVITtxPDqA+g8qVK1P8lXIsPbyNuk6VSDWlEqINJ9Y7mf2RhyltX5LbqXc4wWmmffmD2nElKds+/uojRvV6h8ox1fHR+3Et9Sph3jcYO/gDtaNJklTAKAYDhtthasewWkKI6sCrZBaNP6scScqHGgY1ZH3Njfx6YhPldFVJNMYTXyiKSI8wXBId8NMWI9x0k2tup5n3sRy7l/I2IQSfTvmYDwf+j3IJL+Oq8yTEeB5zYAydunRQO54kSQWMrIUfTwgxmfTJA/+/v8obQoiXFEXJkYELVfZAFUK4CSHWCSEuCiEuCCFeEkK4CyF2CyGu3P9vofvvFUKIH4QQV4UQp4UQNZ52/dCbt9iwbgOpqZZZQiSEYPykLxjw3UjCaqaS1MiBKatmsPP3XdR591VuVo+kcO8SLN62lFKlSj39go+w59fd9GjdhQ71W9K3Qw/+/P0Pi2SX8q+wsDA+HPkWnRs1oWuzFsz+4QeMRqNFrl2qVCmWbl9MycEBRL0UyqsfvcTSTUtwcXF5emdJkh6yZ/deOjTvTpNa7ejSqhdHfsuRh6L5kgIoinjhV34mhHgHWAgUAtyBhUKI99RNJT2LnK+FQ9n+y3aL1QUajYYf5k2j7/ddSQq6jXt3GxZun8OO37dS7/3yJAXdpM7osqzcvhQ/P7/nvr6iKGxYu5GOjTrTuk5b+nceyOnTpy2SXcq/goODebPvMNq+1JoOQe1YPG8xZrNltlOrXr06S3fMI3CoK+YmN+k2uSkL18zF1tbWIteXpIJm4/rNvBbUmca12tKjwwD+/vtvtSPlGbIWfqJWwGuKoiy6/2oBtMypmwlFhc0UhBCLgcOKoswTQugBB2AsEK0oyjdCiI+AQoqijBFCtAbeAloDdYHpiqLUfdL1SxfyV3rXaEGwSxKzly/AwcEhh7+i7Nnz624WfTqTPgHNcbF1Iio5lkW3djF21gRq1HhqjSwVQPfu3aN/x870DyhDJV9/DGYTmy6eJalcCT79eqLa8SRJesD+/QeYMPJHaum74aBzIdEQy0njar5Z8DF16tRWO95zEUKcVBTloY3ac1IVby9l++udXrh/wMw5uZ45twghzgC1FUVJuf+xHXBcURS5htrK5XQtXNSpmNK6TBtM5f+PvfOOb6p6//j7JE3appNuSilQZpmyCsjeU5CpoiLIcIEDEcXF1y0OFBBlivITRIYgW5CpINACMgtll92W0t00aXJ+f7S0lNEBTW9a7vv1ui+aJ/ec80lIbp57znOex8wP87/HwcG+N539tuA3lk9aQ1e33jg7GIg1xrDOvIzvlk4hJCSk4A5UHjhiY2MZ3ucZ+jh3ppJbEBkWE+titlBjQD1efuMVpeWpqKjcxJLfljH7gz9o6PQojloXEjNi+I/FzFk2merVqystr0iovrB9IYQ4AHSSUsZmP/YDNkopG9hivBKPQBVCuJO11WwugJTSJKVMAPoAP2ef9jNwY39EH2C+zGIX4CmEyHdpW++go0+VFtRKcef3xfZfCXTe1Fk8lT15CuDt7MnjAe2Z+626C0/lzqxZtYrW7t7UKx+EEAK91oFBdR7i+O5wrl27prQ8FRWVm5j+5Rwa6QZgcMiK4HbVedJA8yjTv5qtsLJShFp59G5IQHvTY222TcWOKQlfWKfR09m7O9pIHRs3bLTJ6ygupJTMn/4LPdz74uyQFfTg6+RHSzry4/SflBWnYrcsWbCY5qIhldyCAHDU6ukd0JmNS9djNBoVVqeionIzs6fOp7FTfxy1WYW5PRz9qGHpxsyp8xRWVopQfeG78RGwRwgxP3txOhz4xFaDKbEcHQLEkrXNrAGwF3gF8JdSXgaQUl7OnjmGrIpa529qfyHbdvnmToUQo4BRAAEuXgA086vJ0o1beWroENu9mmIgLTEVD0/XPLZAV18un9+mkCL7JyEhgfDwcAwGA2FhYeh0OqUllSjnTpwk1N3rNnslVw8uXbqEt7f3HVqpqNgHFouF8PBwkpKSaNKkCV5et3+WC0tGRga7d+8mMzOTZs2a4eLiUoxKi4eEuCRcdZ55bJ6O/hy5cFUhRaULodPjEBCotAx7ZTawSwixPPtxv2ybin1jc1/Yx8kXgFqOddi+/m+69+huu1dzn5jNZsjQoHfNuzW6gqEiG45HKKTK/omNjWX//v14enrSpEkTNBpFMrMpxunIUzQw5I1O1ggNXg6exMfHExio/m6o2C8mk4k9e/ZgNBoJCwu7rzRpaWlp7Nq1C61WS7NmzXBycipGpfeP1WrFlGpFp8ury9cpmMgoNaVVYVB94bsjpVwqhNgOhGWbxkspbXaTpcQEqgPQCBgjpdwthJgCvJXP+XeaMr8tukJKOQuYBVDbt7IEiEtPwivY/ieSPP29iU27jq8ht8rj6YQLVA0tXeHsJcWSRUv46at51BTVMYoMJjl9zldzvqZGjRpKSysxaj/UgMN7F1A/MCjHZpVWTiZdp1KlSgoqU1HJn3PnzjF6yKuUSyiPU6aBr3XTePzFAQwb9UyR+9obsZf3Rr9PZXMVNFLDl9qvGPvxa3Tu2tkGyu+dgIq+JJyIwdPRL8cWk36OqnUrKyeqFJGVOP9ywSc+gEgpp2U7ja2zTU9KKQ8oqUmlUNjcF67qXl0CJJkT8fH3uX/FNkSn06Fz15JmSsPgkJt260zqKep1qqugMvtl5rRZLJ+7hqCMGqTrUkjxnsT0/5tCUFBQwY3LCHWa1OPkoSOUd/HPsZmtmVyzJuDr66ugMhWV/Dly5Ahjh7+FV0oVNBYdnzp+y5j3RtK3f58i97X5r8189uZkAo01kFj5xPAlH333Ps2ahRXcuITQaDS4ejmRfj0ZZwe3HPultCjqN66toLLSg+oL3x0hRNvsP5Oz/60lhKglpbRJNKISS5UXgAtSyt3Zj5eS5URevbEdKfvfmJvOr3hT+yCgwBJkxkwTf1yJ4LFnny424bZi9Fuv8vPFP4lOuoKUkpPXz7Pk2t+Meu1FpaXZHWfPnuWXL/+PkT7D6Ojbnp4+3eiv7cP458YXW9L40kDnrl05JDPYeCISs8VCQnoa0/f+S5vevdRCTyp2i5SScc+9Scuk3rQ39KGFe2cGOb3A8mlrOHr0aJH6MplMvDfmfR5zHEwnr6508O7MELdnmfz2N8THx9voFdwbY98ZzX65hDjjeaSUXEk7zRHtSl59S73GFxY1cf6dEUJUAhKAVdlHQrZNxb4pEV84LTON3XIHA57qX2zCbYEQgpfeeoE/kn8l1hiT5QsnHWOPfjtDnyv64lpZZ//+/ayZuYW++udp5t6Jds6P0vhad8a/OEFpaSVK/8f6c9DxBPuvHcYqrcQbE1hwaTmDn3/6gduZplJ6sFqtjBv1Ng+nDybMuRdNXLvSXfs80z+Yy6VLRauynpiYyGdvTKanGEkL12487NqDrtahvDv6A7tLYzH2nReJMC3kekbWfMfFlONEu25l1EvDlJZWalB94bvy+k3H+8BqYKKtBivxCVQp5RXgvBCiZrapI3AUWAnc8JKeAf7I/nslMCS7AmlzIPHG9qa7EZuRxKTTK3nizeeoX79+8b+IYqZxk8b8b84X7PSN5qvLyzhc5Tpf/zK91CVULgnWrVxHE20jdJpcx8jH2Ydy6R4cP35cQWUli16v5/v/+5nUpvV498BOvj0XSdsXR/DSa68qLa1MYjabSUhIeKAm6e8VKSVJSUmYTKbbnrtw4QKWq1r8nXK3oGiElnqyBX8sXlWkccLDwwk2V8JNn7tg4Kh1pLalLps3b773F2ADGjVqyPRFn2FpcphdTjPQtTzFrCWTqVmzZsGNVQCQ8t6PMs4qshzFVcBm4BSwTlFFKgVSEr5wgiWexZZfGD/5jVKxM6Vz1868PXs8h0J2sZDZGDskMHvZDMqXzzfV6wPJH4tWUZ+WaETubVx554qknDcRExOTT8uyhbu7O7OXzMXS0ZEZyQtZ5/IPz37+HIOfGay0tDKJyWQiMTERJQpQlzaklCQmJt7RFz506BCuKQG463N3yTpo9FQ2NmHdmj+LNM6WLVsJTquLk9Y5x+bi4E5geg12796dT8uSp0PH9nzx0wRS6+xij9MMvLvG8NOy6VSoUEFpaaUG1Re+M1LK3jcdHYE63JLiqDhRqiTnGGBBdtXR08AwsiZzFwshhgPRwMDsc9eSVXX0JJCWfW6+lK8cxNLNa+y+4ujN1KtXjylzpystw+6xWqxo7jDvr0HzwE1uubu78/K413l53OtKSymzWK1WvvvmB1YuXIve6oI0ZPDquy/StXtXpaXZJfv37+eD8Z+THmvBLIw83KkJ7370Vk4uJqvVilbc4fsrtFgyi/b9tVgsaORdrgUW+7sW1KlTh+/nfau0jFKJcNCpeZ/ugpQyzyqxEKIpMFQZNSpFxKa+cIWqFfhj24pSlRezWbNmNPu1mdIy7J5Ms+WuvrDFYlFAkXL4+Pjw1v/eVlpGmcZsNjPp46/ZtPJv9Lig87Dy9idjebjlw0pLs0u2b/ubz9//hswkLWaRRre+HXh9wis58xIWiwVxJ/9VaIvsv1qtVsSd4uGksMtrQdOmTWn6a1OlZZRKVF+48Egpo4UQDYQQGillsd8UKjLDKKX8D2hyh6c63uFcCbxUlP71en2pmjxVKTxdenXhzf8bT31ZN2flPTEjkVj9NUJDQxVWp1LWmDl9NjvnRNLTZTQaBy0Z6elMHjcL//L+PPTQQ0rLsysuX77M68++x8PWp3HTlUNKybHVO3k3/X989d3nAAQHB2P2TOd6Yhzl9Fk5+azSymF2MXHA+CKN17RpUz7Tfk5aZm7OPLPVzFHNYd5oP7Z4X5yKoqh5nwqPlDJcCDFDaR0qBVMSvnBpmjxVKTyPPNaDSRu+I0iGIETW1sy4jCvoAqQasatS7Hz2wZdELkuio2EMGqEhLSGJd1/4nDkrviUkJKTgDh4goqKi+N+Yr2mueRpnB1es0krEgr/4mim8+V5WwEv9+vVJcL5AqikJF4esXVQWaeGsfi/vdP+mSOO1bduGH5zm0sD6MDqNHgCjJZ2Ljsdp3vzj4n1xKoqi+sJ35y6pq3raYvIUlMmBqqJyz1SvXp2eo3oxO2Ye/1zZyV8xW/glZREfTv1QvVFQKVaklPz+f6toauiORmgBcNQ601h0Z+60+Qqrsz+WLvqdKmktcdNlFcMTQhDq0pID/xwnISEhxzbph0/YoPuVHUl/svf6PyxPn0Obp5oVeULa2dmZCV+8xYKUn9ket42dsX/zc8KPjJgwHD8/v4I7UCldWMW9H2UcIUSAEKKPEKJ3dt7MR8WNWRUVFZUyR1hYGM0ea8BK41z2X9/BjpR1bDcs4/PpnygtTaWMYTQa2bJmJ3UN7XMCVwwO7lQ3tWfBvN8UVmd//DxrATXMHXF2cAVAIzTUdenE+uWbMZvNADg4OPDJdxPZovmRvckbOZC4nfWmGTz5Wt8ip1vx9vZmzP+eY6VpBhEJWwlP2MzqzFm8/eU4DAZDwR2olC5UX/hulGg6KzVMUwHi4+OZO30Ou7b9i7ePF53pxakAACAASURBVE8+P4S27doW3PABRErJ6pWrWTJvMWmpabTv2YGhI4fSvXd3du7YibPBmU/af6b+SKgUO1JKpEngcEshgnJ6P05c2qKQKvvlwtkreDgE32Y34El8fDyenp4A1KxZkxVbl7J9+3YSExIZ33wkwcG3tysMbdq14aFND7F161YyzZm81XY8Pj72XW1apehIeBAS4N8TQojHgc+A7WS9VdOAt6SUvyoqTEWlAC5fvszMKbPZv+s/ylcIYPirw2jaVN3aeSesViuLFy1h+S8ryTRn0mNAV15782Uee/oSu3fvxsvLizZt2uDo6Ki0VJUyRkpKCk64ceuanIfelwvn9iikyn65dOEqvvpaeWwaoUFndSE9PT2nuFnTpk34Y9titm3bRnq6kVatRhMQEHBPY/bu+wgt2zzMtm3b0Wo1tGs3AQ8Pj/t+LSr2heoL352STmelTqCWMElJSQwfMIwW5ro87zOQ+KREZr0xjZjXrjJw8CCl5dkdU76YwsHF/9HNqxMGrTMRC/cyavNIfv59PgMGDlBankoZRqPR4BXoTuLFa3jclOj9ZNohWrRVb/JupWWHMH7ZsAl/clfPzVYTqfpYKlasmOdcJycnunTpUizjuru707t372LpS8VeeSAqiN4rbwONpZTxAEIIL2AroE6gqtgtMTExDO/3HI1S29DXdQRxx67ywbOf88pXz9O5a2el5dkd774+kQsbEmjl3B+t0LJ7yk52bRvDrAUzqFy5stLyVMowXl5eSEMaxrRUnLQuOfbzpiP07KjmK76VVu3D2PTfUUJ1rXJsaZnJOHhk4ubmludcV1dXevbsWSzjent7069f32LpS8VeUX3hwmLrdFbqnucSZtlvy2hgqkYTv/poNVp8nb0YEtSX+d/NywntV8kiISGBTUv/op9/bzz07ui0Olr4NqfcVQ+2bFYjAFVsz5sfvc7f4lfOpBwh2Xydw8k7ueAXwdBRQ5SWZnd0694VTY14/kveSJLpGpfSTrEt4yfGTHguZ8VdReVeEDodusDy93w8ACTe9HeCYipUVArJTzPnUz+lBTXcsvLZ+zmV5xHDYKZ9+oNa4fsWoqOjObTlOG3demFwcMFR60Qz9w4kHTazf/9+peWplHE0Gg3jP3yVfzJ/5kJqFEnmaxxJ3kpG5TP0G6hO2N3KY08OIrXicSKT/ybZfI0LqcfZbf2Ftz8ee1sUr4pKUVB94fwRQvgIIXoJIXoKIbyxYTorNQK1hDkcfoBGrlXz2HQaB8oJd+Li4tTk7zdx+vRpKjpUIMGUQPiVfRgzTdTzDaWSpiKHIg7SuUtulILZbGbTX5s4su8IVWpUoVvPbuq2/mzi4+NZu3I1cVdjaN62FWFhYaUmX2xqairrVq/j3MmzPNSsIW3bteXq1aus/WMNxvR0OnbvTO3atW02fuPGjZi9Yio/z1rAmdNbaNKyIV8Nea3UbI3JyMhgw58bOH4wihr1atC1WxebbfHT6/X8vHg2y5b8zuY1f+PlW47JIydSr149m4xX2jAajfy5bj2nIk9Ss34onbt0Rq/XKy2rVCBNZkwXrygtw15ZA6wXQtyIOH2SrIrtKip2y8HwQ7Q25N054OzggiXZitlsVq+NN3H8+HECzJW5JmI4fD0Ci9VK7XIP4Z9RmaOHj9KoUaOcc41GI+vX/cmJI6cIbVCDLl27qO9lNlevXmX1itUkJyTTrms7GjRoUGomtBISElj9xxquXLhK87ZhPPzww5w9e5a1f2Sl+OveuxtVq1YtoJd7p0PH9lRYGsj8WQu5fPEInTo357En3i0191lpaWmsXbOOM8fPUb9pXTp27GCzYtOurq4sWP4jvy1YzI4tfxNY0Z9xo76kevXqNhmvtJGSksLa1euIPhlNw+YP0a59O7RardKySgWqL3x3hBDtgJ+AHUAX4CjwsZTyvE3GK4srvU2aNJERERFKy7gj302eStqKqzTxzU3VYJVWplyaz5Kty3FyclJQnX1x9epVBrYdiOky1LY2x0kYiGIfmW5JjPlmDP0H9QeyLsYjHx+B11VvKmsrcdlyhVMup5jx64wHfkL6wIEDTHzpDdq4heDj6EZE4jl0tfz5cvoUu59EjY6OZvRTL1EzvTr+Dn6czjzDCd1pnExaHnZqiKNGR7jxMM0GtObV8a8pLdfuiI+PZ8SgUfjFVqS8JpjL1mhifM8zZ/EsvLy8lJb3QBEbG8sLg0dQ0xRIsKM/p40XOesaz6xffyw1k/E3EELslVLeqXK4zajn4y+X937inttXnzelQM1CiG7AFEALzJFSfn7L822Ab4H6wONSyqU3PRcMzAEqkpWmqoeU8qwQYjTwKlAV8JVSxmWfXwuYBzQC3pFSfnXPLy6rv0eAG4nUt0spV95PfyplA3v2hd8bNxHtBi9C3Grm2MxWE0vlLNb+u6rUTGyVBMeOHWN4t5cwxkB168MIoeGU2I2DRyaTFk+kdevWAMTFxTF80HP4xITgK4O4yjkSAy/w45JZOTnIH1T+3vY3n439nIY0wllj4IjlEDW71mTip+/b/WctMjKSV4e8QUhqQzzw4pw2kjj38+iTnahrbQoIDmv28Nir/Rjy7NNKy7U7Ll26xIhBL+B/LZRylOeK5hSWKvHMWzyr1EwAlxWio6N58YnRVEkOxVvjzzl5EkvVNGYu+AFnZ2el5RUJ1Re2L19YCLEHeEJKeUoIsQ9oCWySUj58r33mh33PoJRBBj31OP+Y93Eh5TIAJouZVZc30alfV3Xy9BbKlStH3PVE2lsfI1TXiBBdKO1Ef5ISLQRVCso578cffiTkSlW6enehpmdN2nm3pU1Ga7768L7uSUs9Uko+ffN9Xg7pSKdKD/FQQFVG1OyAJiqOjRs2KC2vQD575zO6yk60821DaLladPLqQNzRKwxy7Eoz/4d4yLcOI4IG8e/S7Zw4cUJpuXbHd199T2hsY9p4dqG6ey3aeHahdmwTpn35ndLSHjimTvqWDrI+3Su0pI5PNR4JakvT9KrMnPKD0tJKD1Lc+1EAQggtMB3oDtQGnhBC3BraHk1WQvqFd+hiPvCllDIUCANisu07gE7AuVvOjwdeBu77R0oIUR/YKaUcB3wMXBBCqL6dil0z9IUh7NL+xbWMWAAyLEb+Sl7B4FGP2/2EVkkTGBhITGIcLayDqaytTyVNPR62PsG15IQ8BRi//WwaNa4+TDOXzoS4htLCtRvBFxvywzczFVSvPJmZmXw+4XOe9BhCE+8w6pSry0Dvx4n68wT79u1TWl6BvP/ah3QwP04jt1ZUdatNmK4zl/ZdpVNmf+p4NKKOR0MGuI5g4dTFxMTEFNzhA8Yn70yi7vWuNHLtQBXXUFoYeuF2ogrzZv2stLQHjo/f+pQ2xp4092xHdfdQOnk8gsfJAH6dr6ZsLzSqL3w3HKWUp7L/FlLKdMBm2y/KvJNttVo5dOgQBw4cwGKxKC0HPz8/vp4/lR3eh/nm4k/8EL+IBkNbMGbcy0pLKzQmk4l9+/YRGRlp01xVkZGRNPBvhouXG7GWOGLMsZiczbQt34OdW3flnLdt/TYaeTXM07aaezUi90baTJsSSCk5evQo+/btw2QyFXh+TEwMzkaJjyFvhFtr35psWWPbCdS4uDjCw8O5cuXethpIKTkXeZbKbrkFic4knaWBSy0yUjJybEIIGupqse2vrfcr+b5JT09n7969REVF2UUOt91b9xDqkacoIbU86rFnm31GJJVlDu7aRz3fGnlsTf3rsmvLDoUUlT6k9d6PQhAGnJRSnpZSmoBFQJ8840t5Vkp5EMjTY7Zz6SCl3Jh9XoqUMi377/1SyrO3vRYpY6SU4UBxJD6fB5iEEAYgHPgcmFsM/aqUITIzM/nvv/84fPgwVmvhvhS2pGrVqkz66WP2V9zEAuN3rNL/zKMTuvHUsCeVllZo0tLSiIiI4OTJkzb9zY+IiKCxfwccyzlwnRiucxXhYaWZXzd2/rMz97x/9lHNpW6etrVcH+Kfv/61mTYlKOp9XVRUFH6WAAwOudGGQgjqOdRn8zrb1lO4fPkye/bs4dq1a/fUPjExkfSrZrwcfXNsZ1KPUVcbRmpiWo5NK7RUNdVh165dd+qmRElJSSEiIoIzZ84oLQWAYwdOUtFQLY+ttmszNq7arJCiBxOr1cq5Y+ep4BKcx17ftSl/rVT/LwqL6gvfFSmEuBHGrBNCjAdO5dfgfijTOVCPHTvGWy+8gb+5HFo0XNTE8v7kD2ncpLGiuqpXr87MhXMU1XCvbP5rE99O/IIQXQDpVhMJLhl8OfPbPKvgxYXBYMCszcA/wB//AP8c+8HES7h5uOY8djY4YUw1otPnFqqxSAvCoexEMURHR/PmC2PwMzvgrHXgo7R4Xv3f27Rt3/6ubZycnEi33H5NSjYZcXV3t4lOq9XKp+9/xq61e6igqchVeYnQ1rX46KsPi5xvSGokVmlFkx1M5ah1JM1qRHtL6oF0MnD1cLtTFyXGyuWrmP7xDAIslUkXKWgCM5ny42T8/f0Lbmwj9I46zGYTjtrcyHaz1YTOUS3oVNJodQ6YrZnotbnvvdGSgaOzuuugMAidDl2FAFsOUQG4OU/SBaCw5YVrAAlCiN+BKsBfwFtSypJasdVIKZOFEH2BtVLKV4QQB0tobJVSwJ7de5j46of4ZFTAioUkt2t8PXsSNWrUKLixDWnQoAHzl/+kqIZ75fcly5k1aQ4VrMGkihS0QfDtnMn4+voW3LiIGAwGrA4ZBFYon3WlyiY2ORKDa25VdAe9A5lGMzqRG3Rjsmbg6GybvOdKcPToUSa88BY+Rm80QssVhyt8MOVDGjVudNc2BoMBo0y/zZ5uSSfArfj/vyAr0OTt194jcsdpvGR5YsV5WvdpxoSJ44uUPkun02Emb8CETuNIukxFc0veyAytUfEt6T//+H/Mn/YbfpbKpIjreNVwZuqcrxVNVaTRZt0TakXu+2W0pOHi6ppPK5XiRgiB1Fjz3NcBpFtS81zHVO6O6gvny7tAEHAC+Jes6NNhthqszEagms1m3hz1Ok8aevB4QE8GBnRnmEdfJo55h9TUVKXllUquXLnC1He/5JWgfjwW1IGhwd3op2vG+OfH2mT1vVq1aogAE5fScyO+jZY0jjuF80jfXjm2AcMGsilhcx4NO+N30rVvl2LXpARSSt58YQxDfevxYp02DKv1MO/W7cTU9z/Jd7uOh4cHATUrs+9K7gKM2ZLJ2qsH6Dt4oE20LlrwG2dXXeBp95F0dOvOYPfhJG/NYPb02UXqRwhB2x7t+Dd+d46tomsQR4wnMBpyJ4VTTKnsyzxKl27K/V+fPn2aHybOpb/D87Rz7k13p8GEXmjFuBfeVEwTQN+n+vBP4qac74WUkh1Jm3l08COK6noQ6THwETZezo0MkVKy7tIOHn2yn4KqSg9WkxnThav3fAA+QoiIm45Rtwxxp9W2wv6oOQCtgXFAUyCErO1NJYUUQjQgy1G8UTxK+RB4FbsgOTmZd1/6gEcsz9DZuS9dnQfQIbUfY599g8zMTKXllUqioqKY9/F8nnQeRWe3R3jU9QnqXGjCW6Mn2GS8pk2bkux5keumXH8vNTORy65H6NixQ47t0cG9CE/NjeSSUrI7bSMDnnnUJrpKGpPJxPiRb9Bf+yj9vPvwqFcvnnAaxHsvvUtaWtpd21WuXBlNgOBc8tkcm9FiZK8Mp3f/3ndtdz/8MGUm8VsEPfQjae7Yi1665zm4+BzLliwvUj8Gg4HazWpwPOVAjq2yoQaHZTga99zLfIIpnouGk7Rq1arYXkNR2bdvH4u+Wk137UuEOfamg/4Z3I+E8u7rHyimCaDLox05mPp3zmOrtBKR8SdPjBigoKoHDyEEbbu3Zl9Sri9slVZ2pP3FEyMHKais9KD6wndHSrkaOCuEqEdWDtdJNyJgbUGZjUDds2cPlS3l8XHOLZbi4ehGXVGVrVu30rNnTwXVlU7WrVpLS+dQDLrcqKlg9wDcox2IioqiZs2a+bQuOkIIpsz9mleGv86hy3r0OHFNf5EJk8fliezr07cPp4+fZvayOQQ5BHHVcpVaLWvxwqsvFqsepYiMjMTP7EDlcrkr5a56Jzp6VWH9mrUMGTb0rm0/+Oozxr/0KtuPReGtc+VEegxDXh5FnTp1bKJ1xf+toKf7gDw5zB72aM2vS+fxwisvFKmv1ya8xoQrE5i3bz6+Gl8uWC7y+Jgn2bJnH+FXjuIodFwghrcnv69oUaQVv/1BfcvD6DS5UR/BhhD2n9nGpUuXCAwMVETXU8Oe4uypaH5dPwt/EUiMvESTno0ZMnyIInoeZIY9N5yPzp1n6t+/Eajz5bzpKmHdWjHwiceUllZKEMhC5G/Kh7gCEudfICvp/Q2CgEuF7PsCsF9KeRpACLECaE7JbaN/i6xt/PuADUIId+DHEhpbxc7ZvGkzVdPr4OqZu0vD29EXn5QKRERE0Lx5cwXVlU5+X7icJqIlOk3ujoIQ1+qEn/yHmJgY/Pz8inU8rVbLtJ++5rWRb+IQ74kGDSkuV5k09UNcb4qiGzZqKOdOf8SKv2bgLcsTKy7Sun8zHn+ybPzO7N69m0rmYLw9brqv07tTM7M627Zto3v37ndt+/Wsrxk7cix7ruzGWThzWXOJ1z57laCgoLu2uR/WLdtAD0OuzyuEoKlzFxbPW8LAx/oXqa8Pvnif158fz+qj+3DHi6uaaJ5/91m2r1+Fe4oPAkGiSyxf/vC5orU0Fs1bRl3RPk+kZ4hLPdZGbCc1NRUXF2WiDF95YzQTLr3Huh2z8ZR+xIrz9BzWiZ69eiii50Hm9XfGMiHmHZaE/4gXvlwW5+k9oicdbloIUskP1Re+G0KIxsBvwOVsU6AQ4vHsFAHFTpmdQE1PT8fpDrljHdGTns9KpcrdSUtJxUl7+3vqrNGTnn779pjiIDAwkMVrF3Lq1CnS0tIIDQ1Fp8u7BVkIwdgJY3n2hWc5c+YMFSpUwMfHh7kz5vLHLyuwmiV+wX6M/2g8tWvfmgvZ/klPT8dZe/tX1dlBR1pK/tHUnp6ezFrwE9HR0cTHx1OzZk2bVjrMyMhAr8m7XUwrHLCYix7B7+joyOQZk7l8+TJXrlyhatWquLu7I6XkxIkTGI1GateuXeTUAMVNSlIqjprbtyc5CiebfS8Kg0aj4f1P3+Xa69eIjo4mODgYb29vxfQ8yGi1Wv436SNiY2O5cOEClSpVUnTSvzRyn05jQYQD1YUQVYCLwOPA4CK0LSeE8JVSxgIdgBJLNCyl3ADcnNQ6iazVdxUV0lLT0Flv38Ktszoq+vtUmklNTsVVe3t6Hr1wxGg02mTMatWqsXLzUo4fP05mZiahoaFob9nCrdVq+ejL/+X5nXFzc2PKl9NYt3QD1kxJlVrBvPPZW1SuXNkmOm1Jeno6TvIO93VWPWmp+d/XBQQEsGDlAk6fPk1KSgqhoaHo9TarL4Il04pG5P3/0Wn0GNMz7tLi7ri7uzN74QzOnz9PXFwcNWvWxGAwMO4tK8eOHQOgVq1aRUoNYAtSU1Ipp739/sIBPSaTSbEJVL1ez9fTJ3H16lUuXbpESEiIoikFHmScnJz4ZubXt93XqRQe1Re+K98Bj0kp9wIIIRoB04CWthiszE6ghoWF8a35KzpaW6LTZL1Mi7RyMDOK51uNV1hd6aR91458tvhtGsvQnAjDVHM6ZzJjbDoxKYSgWrVqBZ7n6elJw4ZZxaSmfDmF479FMtx7GDqNjqtxV3lj6BvMXjFbsYjAe6VevXp8nHaNVFMGLvqsGyEpJduvneXNzoUrPhYcHGyTPLW30rpLaw4u2UfDck1zbMeSjtKofcN8WuVP+fLlKV++fM5jIYTiudtupuujnfl69Qwqy+o534uUzGRSDNepUqWKwurA29tbnTi1E3x9fW2SI6+sI3Q69DbM+ySlzBRCjAb+BLTAj1LKI0KID4EIKeVKIURTYDlQDnhECPGBlLKOlNIihBgHbBJZF4C9wGwAIcTLwHggADgohFgrpRwhhAggy7F0B6xCiFeB2lLKpKJqF0L8yB22XUkph2VrnFj0d0SlrNCmXRt++XIxjWSLnLxzJquJaIcomjTJLxBF5W507tOJWRt/ohK5v++JpgSMrqlUrFgxn5b3hxCCWrVqFXjezb8z746byJW1Rvq6jkar13L5SDTPPzaG3zb8UuomkcLCwpgiv6W1tVVO9K9FWjiiOcarrccV2F4IQdWqVW0tE4CHmtfj7OajVHHN3e0VmRpOh0Ft77nPihUr5vl8aTQauwoK6davE7/sWo+3Y25ahOsZMbhW0FOuXDkFlWXh7++vaF0ClVxuva9TKRyqL5wvzjcmT7Nfyz4hhM1WbcrsBKq7uzvD3xjF91/MpblTPTRo2GM8xKPPDVS/tPdI7dq1afhIS35YtYIwl5qkWTLYmR7J2E/fsulKblExmUz8ueRPnvcZmXPD4G/w52Fjc36dt5DX3ynY0bIn9Ho9Y96bwCf/+5SOPiEYtHq2XTvDQz06FsqZLklGjRnJyJ3PEX8pjgoEc5XLXPKKZs7bs5SWZjPCwsKo2W0ta9b/QlVLfdJJJsppPx9Pnqh4RICKSllAms1kZOVvst0YUq4lN4foDdv7N/0dTtZ2pju13QjUv4N9KjD1DvYrd+vrHlidz3PbimkMlVJKhQoV6PfcIyybMZfQzEZYsHDUIYIXJz6Hm5uyxRdLK61atWJt+3Ws2PYrNWQdUkgmUn+AT7//KE/6IqWJj49n76aD9HXL3Upe3jmYKskNWbHsD555tnSl8/H09GT4+BH8OGkejTQPoREa9lv+Y8CLA+1uYuyN98cy/PDzxMZcwFtWIEZ7lowqsYx8sWj1AEoTPXp0Z/3yjfy9ZzGBmaGkiHguuh3ku2+/UlqaikqZQPWF8yVNCOEqpUwBEEK4ArbZEgIIWxT/UZomTZrIiIisqOELFy6wftU6rFYLnbp3ISQkRGF1pZ/IyEi2bNiEwdWFHo/0LPZ8T/dLTEwML/cew1Pl8kadx6bHsr/KQabOu+07XCqIiYlh3eo1pKWk0r5LJ7ubPL2B2Wxmy+YtRB6IpGpoVbp07WJXE+y2QErJoUOH2LZxOx5eHvTq07NQW7StViurV65m3dK16HQ6Hn2qL+07tLermzCVss2ePXv4dc5ikhOS6dC7HX369mb92vVsXL4RZ4Mz/Yf2z1OYQgixt4AcSsVOXe8AuaTr0/fcvvavX5W4ZiURQoyRUk5TWoeKstzsC58+fZo/V29Ap9fR/ZFuVKhQoYDWKvkhpeTAgQNs/+tvvP286PFID7uIsruZY8eO8cETX9Nen7do6Pm0U2h7xPG/Se8ppOz+OH/+POtXr8dqsdKlZxe72OlzJzIyMtiwYSOnIk9Tp2Ft2rdvp3jKKVsjpSQ8PJydW3cREORPj17dC7VF22QysXzpCjb+sRlXNxceHzFQzc+sUmJIKdm2bTtLfvqdDKOJngO70qVbZ35fspzNa7bj5e3Jk6Mep1GjRjltVF/YvhBCGIAMKaUl+7EWcLnHaNaCxyvrE6gqDx4Wi4U+bfowzGUIjtrc3F874/6l6vDqDH9+uILqVFSykFLyxkvjSN2TTHP3pmTKTLYn7aDBgEaMnTBWaXkqDwALflrI4q/+oLmuMwYHF46kRbA7bROtyrWkiXsTMixGtqdsp93w9owanVWsUxGn0StALu5679FSdRZ9WZadxtHASLK2QN0gkKzE/99KKdV8qA8oqi/8YJOWlsajrQbRz+GlPPk4d6X+SZ+P29LnUdtUoFdRKQpWq5URg5+Dg+7UcWqM0ZLGnsxN9H2tO0NHlK4oaZXSyZQvp7FpXgQNtO1x0Og5nLGDY+k7aebSlVpODUnJTCLcspFnJz5O/0H9ANUXtjeEEOWA9sDNW2s+BN4H/pNSHijO8dT9pSplDq1Wy8ixI1kU+xtX0q5gtprZe20fR12PMXDwwII7UFEpAY4cOcKV8Mv08u+Oj7MPAYYABvr3Y/vvW4mJiVFankoZJz09nfnTFtDbbQiBhop46r0I0Abjf92fFk4t8HbyItAlkEF+g1j580oSExMV0yrJSpx/r0cZ5yWgD9A4+2gEHMv+e6aCulRUVBTEYDAwaGQ//kz5leumOEzWDP5L2kFS0EW6de+qtDwVFQC2b9uO6bCOlu5d8NR7E+BckZ6uT7Pw+8WkpuZfKFdF5X6Ji4tjzYJNtDc8gY9TIJ56H8pZAvCLqUFdh+a468oR6FyJnoZnmPnFj5hMJsW0qr5wvvwJ9CbXF24MOAFNyAoqKFYKtZdACNEEaJ0tIB04DPwlpYwvbkEqKsVBn/598K/gz8/TfybuahzNH23Oj8//WOLV/oxGI1u3bCUuNo6w5mGKFD+6WUOzFs2oXr16iWtQuZ394fuoRt6tZ0IIQkRlDh8+TIcOHZQRpvJAcPr0afxkEA6aXDcgOuUkdfX1SE1Jxd09axFXIzQEi2COHTtGs2bNFNGq0etwrGBfOe7siEtSyrM3G4QQcap/VvyovrBKaWPEC89SpXolfpm5iKSEJNoPbsOkEeNwdHQsuHExkpqayuZNm0lOSqZl65ZUqlSpRMe/oWFTtobWbVqVSGFVlYLZ83cEwTLvvZFWaAmwBnPy5EkaNGigkDKVB4GjR4/iZw5Bo8uNKbyYfIqq1CctJQ2DswEAB42OciZ/oqOjC1XY2haovnC+OEgph95sEEK0klKOsclg+T0phBgKvAycIaua1nGyZnNbAW8KIQ4D70kpo20hTkXlfmjevLmiOXROnz7Nq0NfprqpEu7SlTXf/UHNDrWZ+Nn/SizH5alTp3h5yKsEp1TD1eLGct1q6netzfufvafm2VQY/8AAwsWu2+zxIsHu8gqrlD18fX1JJO+8j7u+HDGWs9TT563sG0+8op9Jq8mM8bxtE+eXNoQQHlLKku9RLAAAIABJREFURCllx1vsBmCBQrLKJKovrFKa6dipIx07dSz4RBtx8OBB3hj+NpXSQnG0GFioX0bnp9vxyhs2ua+9IwcOHGDc8HeokFIbvdXA/zkuo+ewDowZ+1KJaVC5MxUqB3KOyNvsieIavr6+CihSeZDw8/Mj1SGvL+ymL8d1Yqiuzzuxn8T1QtW3sBWqL5wvnxXSViwUFIHqArSUUqbf6UkhxENAdUB1GlVUbuH9V9+lv7475ctlrRY1l01YvGkl27Zuo137diWi4Z2X36NbZl/8ygUA0Fg2Y9XaJfzd42/atGlTIhpU7ky79u2YbviOc8nRVHLLioQ4mhCJpbyVOnXqKKxOpazj5+dH5cZBHNi1m/puYQghKO9ckbWZv9LCMQxvvJFScjDhIG7V3BQu1CGQqAs+t7AHqHnjgRAiDBgOdABWKSWqjKL6wioq94DVauXtl96ju/UpPNyzimw9JJuzav58OnRrR7169UpEw4SX3qdD5hDc3DwBqCubs/7HeXTo2k71txTmkUd78X/fLaSisRq+TgFIKTmSupegJn4EBhb7zlsVlTzUrFkTl6qCU8cOEWKoixACP0NFVmvn0NgpDMiqWXEwdSd12ldXdAJV9YXzZaUQ4mPgRn6aDcAnthos3xyoUsrpd3MYs5//T0q5qfhlqaiUbuLj4zHFGCnvkhtqL4SghVsT1i1dUyIaYmNjybiSiZ9zQB4NjRybs3bJuhLRoHJ39Ho903/5nv0VDjEjZi7fx8zmUt1Yps6bpkYHq5QIn0/5BENXCwuN01ic/gOHKmxj5u8zCC8fwZxrc5l5bRYpYalMnjlZaalq3qfb2S+EWCWEeFMIsRd4G1gL1JJSqlXoihHVF1ZRuTdOnTqFS0o5PPTlcmwaoaG2bMq6FX+WiIYTJ05gSPHBTeeZR0P1zDDW/bGhRDSo3B13d3emLfiGg8GbWJoxg8Xm73DubOTL7ycpLU3lAUAIwfR536JpfZnVmdNYbZ5OUr2jzFoxlX3l17LcNIOlmVPx6+3AJ19/qLRc1Re+O1MAD2Aw4AgcAabZarDC5kCtAowBKt/cRkqplnBUUbkDGo0GK9bb7JnWTHR6XYlo0Gq1WMi8XYM046Ar1FdfxcYEBQUx+9c5GI1GNBoNer1eaUkqDxAGg4GPv/oAs9mM2WzGYMjK9dSxY0fS09PRarV28ZkUOh2OQQEFn/gAIaV8XAjRHhgJ+AAbgWNSSouyysouqi+solI0svzQ2y9JFmsmOn3J5GF1cHDAeicNWEpMg0r+VK9enYUr55OWloZOp0OnK5n7JBUVAA8PD76d+RUmkwmLxYKzszMAnTp1sqvPpOoL58vDUsr6AEIIi5RyoRDiFVsNVthZlBXAXLK2hd0+K6SiopIHT09PvEJ8OHX5DFXds7a+WqWVv1N288oT40pEg5eXFz5Vy3Hu9BkqueZq2GPawdtPvlEiGlQKh5OTk9ISVB5g7uQc3nAg7QGp5n26I1LKLcAWIYQH8AQwXwiRCcyTUs5RVl2ZRPWFVVSKQJUqVZC+JmJiL+PnVB7ICiQ4pN3FyP5flIiGkJAQrD6pxMVcxsfxhgYzUbpdvNbvqxLRoFI4biziqqgowZ0CBuzpM6n6woUn2y+2WbRYYTs2Simn2kqEShbXrl3j4sWLVKpUCQ8PD6XlFImkpCTOnj1LYGAgPj4+SsspEunp6Zw8eRJvb+9izbfz8bef8vLQ0eyLOYyndCPKepbuQ3oRFhZWbGOYzWaioqJwdXW9Y1XTT6d+wphnXuZw3H5cLe6cFSfoM7IXjRs3LjYN94rVaiUqKgqtVku1atXUbesqZZ74+HguXLhAcHAwnp6eBTdQAUDCg7D96J6RUiYCM4AZQog6wDCFJZVVVF+4BLh69SoxMTGEhITg4uKitJwiceMaX7FiRcqVK1dwAzsiJSWF06dPExAQUGxFA4UQfD1rEmOeeQ3PBH8cLS6c1x3n2beeLtZK1hkZGURFReHl5UWFChVu0zB51iTGDH0d94Ty6CzOXNIdZ9SEZwgJCSk2DfdKZmYmUVFRODk5UaVKFdUXVinzxMTEcOXKFUJCQnB1dVVaTqlB9YXz5awQ4iEp5X+AJ1l1AmwWLVbYCdQpQoiJZCVkzbhhlFLus4kqG3Lx4kW+mzSZ4weP4mRwpv8zT9Bv0ABFf7AsFgsT3/qIPRsO4CkCuM5Fuj3WgbFvvWL3P6RSSr7/ZjrrF60hWBfIFUssoS3rMvHzD+wi3L0glvy6mF++m0tlvR/XzEl4Vi/P59O+KpYLup+fHwtXL+LAgQNcv36dN+vXL9bJ5c2btjDp7a/xyggkg1ScgjV8O+frPI5vQEAAv63L1dCgQQO8vb2LTUNhkFKy9Ldl/DpnCekp6dRpFErXvp2Y8sF3uKZ6I7Fi8krhy5mfF6tDraJiL1gsFj5691P+XbePcpTnGhfp3L8N4955DY0m31TkKtmoTmPhkFIeAUpmm8ODR5nxhU+dOsWUj6dw+tgZXD1deWb0ELr37K6oJqPRyPiX3+HYnmjcpA/xmvM8+Vx/Rjxv/+sBVquVT977jH/XhuMryhMjL9KmT0vefP8Nu7/GSymZPX02y+etpLyoQJyMpWaL6nwy+aNiSeFSuXJl/tiyjIiICFJSUmjc+P1iDRL5fekKpn82G6/MiqSJBPxDPfhmxhd5xggJCWHllqXs3buXlJQUmjSZiLu7e7FpKAxWq5Wf585n2S+rMGeYadqqIS3ahTHloxm4ZwRgJgN9YCZT5nylFk9SKZNkZGQw4bX3OLTjFO74cV1znseG9+G50SOVllZqUH3hO3NLKqVuQHR+uevvFyGlLPgkIT4DngZOkbttSUopO9hK2P3QpEkTGRERcZv9+vXrDO83mP4eDantU4lUs5HFZ3ZQb1B7Ro5+QQGlWfwwbSb/fB9FE9eswmFSSnak/s6TH3Wj34C+iukqDGtWrWb5R4t4LLAXGpHlJG688g+B/ary8hs2Sz1RLPz33398+fx7vFi1Dzpt1lrC7qtHuFBTMmmqfW/ruXTpEkN7PMcjDs/ipM3aXnAh7TQnQv5l4R/zFVaXlx+mzmTrzAhaOnfHSWPgTMpxfo2ezvPV3yTAOQiAaxkxbHFeyoqty3BwUPOzqpQtZv8wly1TD9HMtQeQdY3/J3U5g97vyKAnBiqsrmgIIfZKKZuU5Ji1ywXKBe2G33P7Ris+LnHNKmWPsuILX7x4kZGPjqKLtgcVXSuRbE5iXcIqBk7oz4DHByigNIv/vf0xp5ebqeXSEgCrtPBP2gLenvkcbdq0VkxXYfhpzs9s/SaCtu49EUIgpWRL0kq6vdWawU8/obS8fNn01yZmjZ3Ho+Uez/HjdyX8Q0A/T958f7zC6vInMjKSVwa+Q0f9szhosiZ7T6ceQjY/x/fz7CtY/IO3P+bI7zE0NHTCQeg5mXSAtZfnMKLqx7hnF9m6kn6Ok0GbWbpuod0H0KioFJWPJ37OscWp1HbJup5bpZWdaQsZN30YHTq0V1hd0VB9YftCCOEEvAC0yTZtB36QUhptMV5hl0X7AiFSyrZSyvbZh106jPmxbNESWjtWpY5vZYQQuOqdGVqjA2sWLScjI6PgDmzEH7+u5SFD7tsphKCRUxd+nbtUMU2FZcm83+ju0y7H6QJo79ecjSVUXfN+WDp/Ed19muZMngKE+dXmRMRh0tLSFFRWMCuXrSLU2Dxn8hQgyBBC+jkL586dU1BZXjIyMlj+80o6uPTDWeuCEAJva3maWDoTlXg05zxvRz+8k4MIDw9XUK2Kim1YsXA1jQydch4LIWjq3JVFPy5TUFXpQaNzwCnI/54PFZViokz4wj/N+JkWsjUVXbPS/rjp3OnjNYCfv5tPYYIqbIHVamXruh3UMLTIsWmElroOnfll9m+KaCoKy39ZSQvXTjmTXkIIWrh2ZulPvyusrGAWzVlMG0PnPH58mMfDbF65RbHPQ2FZ9PMyQi3tciZPAUJc6nFy/3kSExMVVJaX+Ph4/lkbQZhLT/QaJzRCg5c5mOqmVpxLicw5L8C5EpbLjpw4cUJBtSoqxY+Ukr9WbaeWoWWOTSM01NV1YcGsxQoqKz2ovnC+zANqA98CU4A62TabUNhQrwNk5ROIsZWQkuDkkWO08iifx6YRGnx1bsTFxd2WN6eksJgtaEXe/wpHrYG0FPuexANISU7B5ZYEyw4aB6yZ9l9fISUxGTd93i31QgicNHpMJlOxJI6Ojo5m6cKlxFyMoWWnlnTt3rVYtkQlXk/GWXO7PicMpKam3nf/xUVMTAzu0iePY26xWvEXwZxL+y/PuY6ZzqSkpJS0RBWVYsdsNrPhzw1sX78DnwBvkpKScLglpYle44QxzSYLo2UOqymT9OhS7X6olA3KhC984nAUHVy65bE5ah3RpGgxGo2KFJCzWq0I6ZDHVwBw0rpwMcn+/QKT0YxOk9e3c9Q4YUxXLjijsKQkpeDikDfXrEZoEFKDlLJYIiFPnjzJkl+WkRCXSMfe7enUqWOxpDZIup6Es/b27e564Ux6errd1JM4f/485awVEA6576XFYsGHYK4Zr+Q511EaVF9YpUyQkZHBqpWr2bU1ggqVAjBlmNA4336NT0pKVkhh6UL1hfMlVEr50E2Ptwoh/rvr2fdJYX+9/IFjQog/hRArbxy2EmUrqtcL5UTipTw2i9VKrDlZ0cJH9ZrWITr1eB7biZR9tO3aSiFFhadd9w7sid2fx3Yi4QzV6tVQSFHhadezM7vij+axxaZdR3g6FkuBl507dvJC3xdJWZpO4N5KrPtgA889+Rwmk+m+++7Yox0ntHmvC0ZLGvGOl6lRw37eez8/P5LENazSkmNzdXXlgjyBnyF3MSPTmsk5/TGaNm2qhEwVlWLDbDbz3NMvsuTNP3H9uwqxC60kXUpmR8zqPOdFJf9Hy04t7tKLyq1IKe75KKsIIQKEEO8IIXYKIa4JIRKFEGeFEAuEED2U1lcGKRO+cK0GtTiXejaPLcNixOpowcnJSRFNDg4OBFX1I854MY/9VPpeuvS2/62djVs25ETykTy248kHaN6u+IqG2ooOvdpxIHlvHtvF1GiCa1YslknOdavXMbrvG1xbrMNpexXmvbacl0e8htV6/4EWXfq055Qlr/ZkcwLC04S/v/1EXFWsWJHrmot5Inrd3d24IqLwdgrIsZksRq7pz1GnTh0lZKqoFBtpaWk81W8YK97bhcO2ahyfm0bspViOXt+Z57xTaeF0fsT+r/H2guoL35X/hBB1bzwQQtQDjtlqsMJGoE60lYCSpP9jA3l20XK8Y9yo51uFFFM6v53dwSNPDsDR0VExXW9OHMvQg89xPf4yXgQSK86SUvE8X748RzFNhWXoqGGM3DychCvJVHUM5pIphsO6U3z/wQylpRVIz0d6smHlWhae3kQD1yrEZiSw0xjFJ7O+vu++pZR88c4XDHIbjJvODYAglyA2n9zI2lVrebT/o/fVf+PGjQntWon16xdQ3dqQdJlKpONuJnwxzq5yiDo6OjJgWB/++mEZLZ164Kx14ULGSS6UP4zJuTzHkw5hkZkccdjDs+OfViuTq5R6/lz/J9ZDzrR265llcA4m0LEyU06/i7OLM76iIjGcI7niOT59dZayYksRD4DzVySEEAOAkcBi4Ckp5elsuwvQGOgjhHhdStlRQZlljTLhCw8ZNYQR60ZhSHahkmtlksyJrE9azbB3himad/GDL99h1BOvEJDYADfhR6w4iS40kSeetP+3/dUJYxi+bxTxsVfx11Tkiowmxv8MP46brbS0Anly6JOM/HMUf51bS2VNVeIsMUS5HOb7z767775NJhPffDCdXo6j0GuzJufLU4kte5ayY8cOWre+v9y2Xbp2YdXSdezcvZQK1rqkyuucNYTz1eSP7CqHqJeXF+36NGf3b6to6NwZncaRC5bjXC9/gsuO4JrsQYZM55TjLt6Y9LKi96QqKsXBbwsXYzhZmQZu7QDwc6qIlyaQhZc/Q+oycc++xjvUSuCpZ95VVmwpQvWF70o1YL8Q4iAggQZAhBBiC4CUslhn6fMtIiWEELKABDiFOaekuVvifIDLly/zw9dTORzxHwY3VwYOe5Leffso/kOblpbGmlVrOXH0NHUbhdKtmLZ6lwQmk4mNGzZyZO8hKteoQs/evXBxcSm4oR1gtVr5+++/2bP9X/wCA3ikb2+8vLzuu9+YmBhG93qZxz2ezGO/knaFE7Uj+Wb25PseQ0rJvn372LR2Kx7l3HikXy+bV+40mUzs2bMHo9FIWFhYoaqYSin54/c/WDDrN1KSUmnYrD5j3nyJhIQE1q/cgFarpVe/HoSEhNhUu9VqJSIigoSEBBo2bIivr69Nx3sQyMjIYPfu3ZjNZpo1a4arq6vSkhRn/EsT8PinKgHOFfPY1xjn0+35dsRdvk6dhrXo1r1rqbxJUiJxfh2/YPnbgDfvuX29H0aXucT5QghXKWW++zwLc45KwZRFX/jMmTNM+/w7og5F4entwTNjhtK5S6c7nluSJCUlsWrFas6dukDTVo1o376dXS0K50d6ejrr16zn2KEThNavQbee3RSL6C0qZrOZTX9t4r9dB6lUvSK9+vTCzc3tvvuNjIzkg8GTaafPWyzxbMpx3Pql8s5Hb933GFarlZ07d/LPpn/xDfCmT//eNt9VaDQa2bVrF1arlebNmxcq5ZfVamXh/y1iyc/LMaabeLh9U0a//gLnz59nw6pNuLq70Lt/L4KCgmyq3Ww2Ex4eTmpqKmFhYXaT5qA0k5aWxq5du9BoNDRv3rzUfO9tyTP9R1D1ZBdcdf/P3n1HR1X8fRx/z5aUTQ+QQAgkofcOShWkF6miiHRUBATFCj/Fgh1QVEA6gvggoqCANAvSkRJ67wYIGCCQtsludneePzYGItUkuzdlXufsMTu7986HEMx3596ZyXpjzErLFPo8352L5+Ko26gWDz/cAuO/lrjKD1QtnLcIIerc7XUp5e5c7e8eA6jrgSXAMillzE3tHkAToD/wh5RyXm6Gyqm7FY2K4g4pKSk8/lAvBgY+nWVw/tj1o9jbWnjjvfx3te3QoUO88vRowlIjMNg9OGM4xvA3htC5e2eto93T+fPnGd73eXyvhuBt8+O8x3G6De7AkBHPaB0t39odvZs3ho+llCUKPQZO648z6t3nadu+rdbRNPXxuInEfyeo4FctS/sSy3S+XT8v339Y0aZojMhh0Ti8wBaNtyOEmCalHKp1joJC1cKKkj2xsbEM6TCKjp5Zd44+lLiDasNDGPJc/qvBtm3dxpsj3yc0tTxIuOR1nDc+eZXmLR7SOto9HT9+nJEDX8H/emmMdi8ueR3lmVf78Xjvnvc+WLmtP9at5/1XJhCWWhGE5KL3Cd6d/AYPNnxQ62iaenHoqxg2lqO4d2Rmm0M6WC0ns3bHsnxzYexOVC1cuN3rp7cdMAj4VggRBVwHvAA98AswSUrpsgVaFSW/8vHxoVrjauzesou6Qc51PVNtqWy1beLT/jlfIsDd7HY7rw35Hx0dvQjyd96h29DRnGnjZlHvwXouv/M1p14dNoY6V9tTwrs0APXkw6ycMZ8GTepTu3ZtjdPlP1arlTeee5Pu+ifxD3QOCDa0N2XS619Qr0E9ihQponFC7TzWtwdDlzxPKVsU3hkbcxxK3kXFJmXz/eCpVhyWdFL/uqx1jDxJCHEauHkKjQRKCiGaA9OklF9oEqxgUbWwomRDWFgYoZUDObn/IOV8nRcVU2yJHPX8kzd6ztE43X9nNpsZO+JdWjuewmRyzrhJtTfjvRfHU2dD7fualaUVh8PBqKdHUz+pJ4HeIQDYHM2Z9eEsHmhUn8jISG0D5kOJiYm8/9IE2uuexsvXeRey2daEN557lxWbf9BkQ768ot+Q3ry28T2KOAZg1HkgpeRAykYefrxpvh881YqqhfOOe60OvhRYLaVsDEQALYE6UsoIKeXTqmBUlDt788OxpDdMY9612SxJ/I5vrV8z8qMRlC9fXuto/9mBAwcoYg4lyPPG8gZGnZGq9rqsXfWLhsnuLS4ujuRz1szBU3DuMFudJixbtELDZDlnNps12a01OjqaMEtp/D1uDAh66r2oaqvJ77/+7vY8eUlUVBSvTXqRVR7zWW39P5ZYpuNoFM97n7zj8r7NZjMpKSku78f9sr9ofiFYL6oezjVPb34cxTno96yGuQoSVQsrSjZ9Mn08KfVOs9w6g1/Sv2Gd6RvenT42T23ydL/+/PNPSqRWwmS4sVyRt96HkuaqbN68WcNk93bs2DE8rgcR6BGS2WbQGSljeYCVP63WMFnOmc1mzGaz2/vdsGEDpVOr46W/sYSDyeBHWGpFtm3b5vY8eUmtWrUY9l5/fjNMZ6P9/1htn0qpTkZeef1Fl/edkpKiyc+D66laOK+41yWAecBaIcQ8YIKU8qLLEylKAWEymRg/eTwJCQkkJCRQsmRJ9Hq91rGyxeFwoLvN9RYdOhw2uwaJ7p/dbkfcIbstPW9nv5P4+HjeHT2WmEMn0Qs9/mFFGDvhPSIiItzSv8PhQCdv/Z4KRK7srJvftXi4OQ9tbsb58+fx9/d3+eZoly9fZsyotzh58DwCHaXKF+XDz96hZMmSLu3XnVTxd3tSyvh/twkh5kop/xJCRN/uGOU/m4eqhRUlWwICApg2fwrx8fGkpKRQsmRJdLp73b+TN9ntdnDc+rtIoHO+lofduY7XY3fk7ex3cvHiRcaOepNLJ+NASsIrhzHu03GEhITc++Bc4HA44Da1iaqFnbp0e4SOj7QnNjaWoKCgXFlX+W5iYmIYM+ptYk/FAw4q1Irgg0/eLlCz4lQtnDfcdQBVSrlYCLESeBPnTlYLAMdNr+d8JxxFKeACAgLy/dTd6tWrc8nzPMnpSfganb8A7dLOYf1unuswQNtw91C8eHE8QuHKpUsU9SwOODe2OsSfvPb4MI3T/XdSSl58+jmap0fQt5Jz3aq/Ei4xauBQFq5a6pbF6+vWrct7xg8w28yYDM4r7zZHOod0+3il5UiX958f6HQ6Spcufe835pDD4eDpviMIPteIxibnesSXj/zF4N7PseK3xflycf5/03kY8Crtng9E+Y0Q4o5blEsp+7ozS0GlamFFybng4OBc2aRVSw0bNuRj78+w2B/CU++stawOC+e8DtCkSfbXJnSHypUrk+IbR1LydfwyNvZxSAdnPHfy0iMfaJzuv7Pb7QzrM5wmyQ/TLiAKgNPHTzKsz3AWr/nOLYP0TZs2ZbL3LGo4GmPUOTd+ttjTuOB1lIYNx7m8//zAYDC4pRa2Wq081XsEUdc70ihjxmHsziMM6TeS73/+RvPNwnODqoXvTAixjqzLWWUhpWyRm/3dzyIU6UAK4An4cVPRqChK4WA0Ghn3+Vu8MfxtyiZXxujw4IThIE+MfMwtvxhzQgjBR1Pf47m+owhNKIt3uh/nvI7Q9PEHaNCggdbx/rMjR47gHW+jRpmymW0RAcWpfq0E635fR4eOHVyewcvLi9cnjuHdUR9Q0VYVvdRzzHCIwaMH5MtpefnZ3r17scX6U8JUIbOtmHcEl66Es2XLFpo3b65duFzisNrUuk93lnTT1z5AZyBXdxtVAFULK0qh5+vry2sfvcBHr31OqZTqCCk4572fUe8OIygoSOt4d6XT6fho6ju89NTrFE+ugsHmxQXvAzw+rHO+XFps27ZtFL0WSkRQVGZbGb9yHL16iF27drmlvg8ODub5d57l8zenE5FWAykkMd4HGP3xKHx8fFzev3LDunV/4B0fRVGfG59Jw0yV2XP+AAcOHKBGjRoapssdqha+q5cz/iuBhcCTNz3/Nrc7u+sAqhCiHfApsBznek8FcUEJxQ1sNhvffrOIFd+uRCJ5pFdHevd9Qi0knY/Ub1CfJX98x4YNG0hLTeN/TZ/PN4NlZcuW5ac/vmfjxo1ci79GgwcG5dsF869cuUJRne8t7cUMfsRdvOS2HE2aNeH7Pxaxfv160q3p/O+hlyhWrJjb+lecLl++jIc1yDmscxMPSyCXLrnv58GlJMjbTJtUbr37UQjxMZC/F3fOY1QtrOSWtLQ05s3+mjU//oanpwc9B3Sj+6Pd8u2U9sKoddvW1H+gPuvXb8DhcNC8+cv55s7aWrVqsWLj96xfv56UFDONGw/N85vA3klcXBz+tluXRwqwBRIXF+e2HI906UTjpo1Yv34DOp2O5s1fc/myTcqt4v6+jGf6rRcxPNODuXy5gAw6qlr4jqSUmTcOCCFS//U8Lbf7u9fo1etATynlodzuWClcXnnuNZI3O2jp65xyvOmTTURv3c3nsyZpnEz5L3x9fenYsaPWMbLF09OT1q1bax0jx6pWrcoXqbF0kQ504saHrgOp5xneYJBbs/j7+9O5c2e39qlkVb16da57zkDK5lmmKCV4n6ROnYIxg1ui1n26X1JKqxDishBCL6XMnwvb5T2qFlZyzOFw8EyfYegOFqexqQ/p0srit37n0N4jvPXBG1rHU/6DwMBAunbtonWMbDGZTHTo4PqZSq5Wq1YtvjF8y4OycWbtI6XkjP4kNWuOcGuW4OBgunfv5tY+lazq1a/DN15rgAcy26R0cM14kurVq2sXLBepWvi+nRVCvILzonczss7UyhV3veQppWyqCkYlp44fP865Py/RNKAt3noT3noTTQPaErvrMkePHtU6nqLkK0WKFKHlY52YcXwNZxMucTH5Kt+eWk9AzdIFpkhQ7l9YWBhtHm1MtPk74tMucM1ykT0pS6nXpjwVKlS49wnyBbXz6J0IIcoJIT4VQrwlhPAXQngBr6vB09yjamElN2zfvp3Uo0Zq+zXHQ++Fj8GfRj5d2LZyT8GZLaAoblKmTBlqtq3Gz/E/8nfqJS6aY1kev4QHOzegVKlSWsdT3KxKlSpUbx7O3uQfuW7zHqZWAAAgAElEQVS5xNW08+wyL+KR3i3ctqmY66la+D6NAOoAS4BOQK7fXaTmTysud/ToUYpbIpyrs90kNLU0x44do1KlSpltZrOZ1SvXcOrYWWrUrULLVi0LxCYoipKbhr7wHFvq12bZ//2A1WKhdZ9etO/Ywe2LpMfExLBmxSqsFiutOrTJ8m9ZcZ/X3niRB5ps4IcFy7A7HIzs1YM2bfL/3db/0HkY8I5Qy0PcwRKcu8SXAKYATwELcF51VxQljziw5xDFrJHgfaNNCEFRewQnTpygePHime2JiYn8vHwV5/+K5YEmdWnatKma5q8o//LmB2/yW4vfWLHoZ3RCx8DefWnxcK7uFXNfTp48ydoVaxFC0L5Le6Kiou59kJLrJnz+AWvXrOWn71ZjNBp5o99TNG3aVOtYuUbVwncnhPAEKuG8WXeAlNLiqr7UAKricuHh4VzzvHU9mutelwkPD898fvHiRQY9NpQiVyoSJMOIXria2ZHzmbd4Fr6+t675qCiFWePGjWncuLFm/S9fuox5H0+niU91DOh5Z/FrPNS7Lc+OHKZZpsJKCEGLFs1p0aK51lFcwmG1YT57ResYeVWKlHISgBBif8YUfpPWoRRFySqyXAQbjAdvaU/Q/52lFj516hRDer9AsYTq+FGMrf+3iLnVFzBrwZd4eHi4M7Ki5GlCCFq3aU1rDS8YfzVjHj9+uZxqsj5SOhgxbxR9X3mCx598XLNMhZVOp6N9h/a079Be6yguoWrhOxNCtAC+Av7COYBaRggxUEr5uyv6U5czFZerXbs2RFg5lLgbh3TgkA4OJe3BUTqVOnXqZL7vwzcnUuFKK2r5tCTCtzL1TR3xO1WR2dO+0jC9oij/lpyczOwJXzIisicPFK9O3eJVGBbVnXULV/HXX39pHU8pgFw9bUkI0U4IcUwIcVIIMfo2rzcTQuwWQtiEEI/e1B4hhIgWQuwVQhwSQjx702tPCCEOCCH2CyHWCCGKZrTXFEJsy3hthRDCPwffmj+EEAOFEHrALoQol4NzKYriIi1aNCcp9Bxnkg8hpcQhHRxM3kpYzaAsd6yNffk9api7U9X3IUr7VqGeqSvmfQH8sHiJhukVRfm3S5cu8cP0H3ksYBDVgmpRPbgOj/kNZt7Eb7h27ZrW8ZQCSNXCd/QJ8LCU8iEpZXOgBTAhB+e7KzWAmodJKTl27Bi7d+/GYnHZXcguJ4Rg2oIpeLa3sNA6hYXWKXi0SWP6N19mmXJ8aPdRwk3lsxxb0ac+v6/a4O7IiqLcxe7du6nsURoPvZHUtFRSU80IIajrVYFNGzZqHQ+z2cyuXbs4efIkUkqt4yg5JV1bNGYMPk4F2gNVgCeEEFX+9bYYYACw8F/tF4FGUspaOHcvGC2ECBNCGIDPgRZSyhrAfuC5jGNmA6OllNWBH4FXsvFd+ceIjPOlAuWBb2/qR1HyPYfDwaFDh9i7dy/p6elax8k2o9HInO+mo29xiRWOz1nJZCIf8+azGTc+41ksFi6diSfYM+vO6GU9G7DmR5fcSKMoSjZt3bqVctYq6NCRajaTak7FIAxE2SuyY8cOreORmJjIzp071Y0NBYWqhe9GL6U8/c8TKeUpQJ+D892VmsKfR8XGxjJ80IukXvTEKE0kecQwetwI2nVop3W0bPH392fc+Hfu+h6dQeCw2dHf9GNpdaTibfJydTxFUf4Db29vEizJnDp+EqPUIYTAIm3E669Twdfn3idwoSWLlzJ7wmxKEUGSTEQfruOz2ZMoWrSoprmU7NN5GjBFuvTvrwFw8p/iSwixCOgCHP7nDVLKsxmvOW4+UEppvempJzcuTIuMh48Q4irgD5zMeK0i8M+Vhl+BtcDY7ASXUubkir2i5GknT55kxOBX0V0PQicNpHhf4P3P3qBhwwe1jpYtxYoV45MvP77j63q9HodIR0qZ5QYDiz0FX3+1lJWi5CU+Pj4kpCdw8tgpDA4jEoldZyMpOAGTSduVdGZPm8t3M38k1B5Bki6eYpX9mDRzIn5+fprmUrJP1cJ3tVMI8RXOPQAA+gM7s3mue1IDqHmQlJLnBr9MsfMtKOpdGoB0exofjp5KtRrVsqyVVJC0796aPV9tpKbvw4Dz+7DH8gv9Bz96jyMVRXGnmjVrsv7UdhqUjKK4ybm7ZYI1iRWn1jOiwTjNch07doyvP1xA/6CnMeqcm8+duniC0SPGMPvbWZrlUnLGbrGRcuZqTk5RVAix66bnM6WUM296XhI4d9Pz8zivoN8XIUQpYCVQDnhFShmb0T4UOACkACeA4RmHHAQ6A8uAnkCOtgwWQrQF2uBc9+l3KeXqnJxPUfICu93O8AEvUT6xBwGezt8zqdYkRg97l+XrFxIQEKBxwtxnMBho2KIeJ1fvpLxPAwAc0s5hx++8+ZRaX1xR8pK6desy7OIIyntVI0AfCMCV9Di2xK5nWu1JmuXaunUryyf/ThefYeiMzpvwju3fzbgx7zNhykea5VJyRtXCdzUUGAL884tyIzAtB+e7KzWFPw86e/Ys5ou6zMFTAKPeizDLg/z4w3INk7nWiBeHUbyN4Nf0Gey0LmOtfSqN+1aiS7cuWkdTFOUm+/bto1HZmnx3dR0LYtfw7cVfmXFxOQ9F1mH7n9s1y7V04Y800DfKHDwFKOtXnviT17hyRS28nn9lf8pSxrSlK1LKejc9Zt7Swa3ue+0HKeW5jKlJ5YD+QohQIYQRZ0FXGwjDOW1pTMYhg4DhQohowA+w3ua090UI8SrOK/aHgCPA6xltipKv7dmzB4/EEpmDpwDeBj+Kmmvwy9pfNUzmWmPfG433A3Fsss1lt3U5fzi+pOfIVppuGqkoyq127dpFveIN+Nm2iLVpS1md9gNrHD9QL6wBu3fv1izXd3OXUNvQEp24MYO5gqk2e7YcxGrNdrmhaE7VwnfpO11KOUVK+WjG4wsppcvW/FF3oOZBqampGLh12rpReJKSlKpBIvcwGo1M+OJD4uLiuHDhAlFRUQQGBmodS1GUf0lNTaW4dzBDmncmJvES6Q4bUQEl2RK7j1SzWbNcKUkpBBtCb2n3wIO0tDQNEim55X4XwM+m82S98h0OxP7Xk0gpY4UQh4CmOHcC/WcdJoQQi4HRGW1Hcd4xihCiAtAxB9n7A/WklKkZ5/sG57Sl8Tk4p6JoLjU1FZ391l3n9dKTVHPB/f+5yWRi+rzJxMbG8vfff1O+fHl8fdX0fUXJa8xmM2Fe4XSr+TgXzOcQCMJM4Wy+tl7TmjMl2UyozjtLmxACA0ZsNhseHrf+f1XJH1QtfHtCiNPcZgBYShl1m7fnmLoDNQ+qWLEiqV5/k2ZLyWyTUnLRsId2j7TUMJl7hISEULt2bTV4qih5VN26dTmYdg6LPZ2IgBKUCyqFELAz9STNmj+kWa7WXVqxz5L1qn+C9ToWvzRKliypUSolN0iZ/cd92AmUF0JECSE8gF7AfU33EEKECyG8M74OAhoDx4ALQBUhRLGMt7bGeYcoQoiQjP/qgDeA6ff7fbgNyz+DpwBSSgtgz8H5FCVPqFOnDtc9TpHuuLGJqpQOLnvup/nDzTRM5h5hYWHUrl1bDZ4qSh7VuHFjjhsOI6WklE8E4T6lcUg7J/VHadCggWa52vVoxRFL1tlgV9IuUqR0gOZrsyo5o2rhO6oH1M14NMO5GdbcHJzvrtQdqHmQXq9n3MTRjHnuA0KT6mCUJuKM+2natRo1a9bUOp6iKIWcj48Pz4wZyWcfTKGJT2UMQs+f5mO07tOZ0qVL3/sELtK0aVNWN1vN0k3fUUFUIdmRyEHjfj6c+X6WDTmU/EXnkcOF8zff/WUppU0I8RzOBez1wFwp5SEhxDhgl5RyuRCiPs5dQoOAR4QQ70gpqwKVgU+EEBLn1e+JUsoDAEKId4CNQoh0nFfhB2R0+YQQ4p81oJYCX2X/D8cqIUSQlPJaRp+BgFoDVcn3fHx8eGXccMa/Po3iaXUx4MElj930HNJW098ziqIoAKGhofQa0ZNvJ39FdUcdHDg4IKJ5avRATW8C6tK1M78s/50Ne34gzF6RJK5wzv8gX376mWaZlJxTtfBds8ff9DQemCiE2Ai8m91z3o2Q9zkknZ/Uq1dP7tq1695vzOOuXLnCz8tXkXg9kYfbNKdatWpaRyI9PZ2fli5jzdLf8PE18figHmpdpjwkLi6OBbO/4fCew5StXJa+T/ehVKkc7U+SK/bv38+CGQu58vdVmrVrzOO9H3PpVdBLly7xf3MXcHTfEcpVKU+fp/rl2h2IUko2btjI0gU/kpaaRvse7Xik6yPo9fp7H1zAxMbGsubnVVgtVlq1b0PJkiX5YdH3bP5lA4FFgug1+Elq167t1kxSSvbu3cum3zdTJCSYDo90ICgoyK0ZCjIhRLSUsp47+6zoW0p+WeuFbB/fasvLbs+sJSFEDynlEq1zKNoqKLVwbGwsK5evxmKx0q5ja8qVK6d1JFJTU1m86AfWrdxIcLEg+g/pTa1atbSOpWQ4d+4c82d+w8nDp6hapzL9n+5LSEjIvQ90sR07drBg5nckJ6bQpksLevTs5tLp1DExMcyfsYDTx85QvV41+g5+kmLFit37wPvgcDhYu2YtyxauBKDrk51o07YNOl3hm9x65swZ1v78CzqdoH3n9gQEBPDt14vYvn4HxcOL0+/ZPlSqVMmtmRwOB9u3b2f7pp2UjAyjfYd26m72XKRq4bxJCOEPIKVMFEI8BvwgpXTkej9qAFW5Xw6Hg2f6DCV9jw+VvepjsacSbf+dzs+15Kmhg7SOV+hduHCBIT2fpU7aA0T5luV8SgxbxQY++79JVKxYUbNcPy9fyZQxc6krWuNvDOZE2l4SIs+w4Mev8PK6da3fnIqJieG5J56lubEuZf0jOZN4jt/TtjPpm8m58sFryqdT2fL1Vpr6PIRR50F08k486ur5fNbnhfouR6vVylO9BhB5JYj6Rapy3ZLEyitb6PXqQLo+2k3reEou0aJorOBbSk6tOSrbx7fZ+lKBLRqFEN1xroPqn9EkgfrALmCelHK+VtkUbala2DWsVit9ewzGcDycsl61SbZd5wC/MGxcX7r1UJueau3YsWM898RL1EhrQahXBBdST3HMfwuzl3xJeHi4Zrnmz13AtxNXUV3XCk+9iZOWXXjVTGDOwhkuuQB/+PBhRvV5lQa2FpTwKsVfqSc54Psnc5bOoESJEjk+/9hX3+b4zxep6dEUiWSfdROVO4fzzkdv5kL6/CspKYn+3QYS+XdlyvtU5ar1Mtvsv/Pq56N4SMMlrpTcpWrhvEUIUQOYj/POWIAEoJ+Ucp8r+it8l4mUbNu6dSvJ+6GhfzsCPYoQ6h1OO58+fDdzKUlJSVrHK/S+/GQaja0tqBFUGz+jP5UDq9HB2JVPx03SLJPdbueL96fRzqs/JU1l8DMGUsevOb5/lWLFsp9d0ueXE6fQ0asptYtWw9/Dl5pFK9PdvxWfv5/z70N8fDxr/m8NPYo+RnFTCYp4FaFN0XZc25PAnj17ciF9/rV65SrCLvvRpmQjgrwCiAoI55nI7sydNIP0dJdthKgUEjncebQg+wCYBLx00+M88DLOaViKouSilStWoTsZQk2/FvgaAynuHUkLzwFM/WiW+l2XB0x4exKNbN0p61sdX4M/Ff1qUz2pFVMn5mR5vZwxm83Mn/IdD3n3o5hXKfyNRajj25akAx5s2LDRJX1OeOtT2ohHKe9XFV+jP1X961AnuRnTJ83I8bnPnDnD3rVHaO7bnWDPEIp4htLCtwfRqw9y9uzZnIfPxxZ9s5iIvytRN6gR/h4BRPmWo4vPk3z69mcUxJvWFPdStfAdzQCek1JGSikjgeHkbE3Vu1JroCr3befmaMIdWe9k1Ak9xR1RHD9+nLp162qUTAE4sPMAff2fztJWwlSS1Sfva/1nl7h48SK+1mA8jFnvNI0wVGbbuh30fPzRXO/zyN7DtCnWJ0tbpH84P574PcfnPnz4MBEiEp3Ieu2pjCxL9PZo6tSpk+M+8qtdm3ZQ1a9sljYPvZFQfRDnzp2jTJkyGiVT8judpwGfnKz7tC33suRBZinl+psbhBCpUspojfIoSoG2bf1OwnRZp+MadB742Ipx/vx5oqJcsumvcp/OnYyljlfWO00jfSqycuc6jRLByZMnCbaVQu+R9U7TErISOzbt4uGHW+R6nxfPXKKFV/EsbeX8qrB0+6wcn3v//v0UN5dDeN0YlBFCUCKtPPv37ycyMjLHfeRXOzfspJZP1k3ufAy+iGQDSUlJ+Pv73+FIRbk7VQvflbeUcss/T6SUm//Z1MoV1ACqct/CIkpw5DZ3QiforuTamjpK9gWHBHPt73iCPYtktpltZrx8c3+a/P0KDAwkmQSklFmmt19LjyMiKsw1fRYJ5JolgWCvGwu4J1tTMPn55PjcISEhXBPXbmm/Rjz1wwvv4ClAiYgw/t4TQ1RA1rVm49MTKVKkyB2OUpR7c1hsJJ+5qnWMvKrRfbYpipILSpUJY98vlwklIrNNSkmKjCc4OFjDZAqAl68nqYkpeOtv1HwJ6fEUCdfu76Zo0aIki1t/hyXJy5SMcM0SWx4+HlgsaXjqb3wGuGa9QrFSOf+8FhISQopX/C3tKR7xeWKtWS2VKF2CK8fiCPC4sfa+QzpIJQVvb5eN5yiFgKqF7+q0EOItYEHG8/7AKVd1pqbwK/etQ6f2xPjv53LaRcBZMB5OiqZE1SC1I2oeMGjkQNYm/YzFngZAuiOdtQkr6Pvsk5pl8vX15cHWddiTsh5HxhrOCenxHPbaTK9+j7mkz37DB7L0719Is1kAsNrTWXrpF558tl+Oz12+fHk8I40cSjiYORXnfMp5zvieplXrVjk+f37Wo1dPNqbt50qqc4DZIR2sv7iTyo1qEhAQoHE6JX/L/pSlQjBtaZUQ4o+bH8BqACHETI2zKUqB0/OJHpzx2Uai1flB1iEdHDZvpm7z6up3XR7Qf1hvtqQux+ZwLqdgtaexxbqMp14YoFmmsLAwytQpzvGUHZm1Y7zlEhf899K52yMu6fPJZ3qxLuXG98FiT2O95WcGjxyQ43M/8MADmEOv8Jf5RGbbX+YTpBa/SoMGDXJ8/vysz9O92SbXkZzuXNrOIe1sSviVNj1aYTQaNU6n5G+qFr6LgTj3Alic8fADXLZBj2Z3oAoh9Dg3ObggpewkhIgCFgHBwG6gr5TSKoTwBL4G6gJXgcellGc1il2o+fn5MXXhZ7z14rtsibmOHRt1WtfgvXc/YsOGDRzYfZCo8pG0btPapbtK5iYpJdHR0ezYvIPQkqG0bd82X+1SeOTIETat24BfgD9tO7RjwNt9mfnJLPQpRqyGNHo//wRdH+2qacY33hvDRO9P+WnFZIzSE1MxD8Z/PI6wMNfcgdqyVUsSryUwffIcPNONpOqt9B7Rl0e65LxIFULw2ezPeHfMu8zZMQMdekLKFGPqxCku2RArPwkNDeW9GeMZ//r7pJ1NIU1aadiqCWPHvqZ1NCWfk5LCUPxl18t3ee1Tt6VQskXVwvlP8eLF+fSr9xj32sckXUojXVho3r0RL//vBdau/YVjh05QpUYlmjd/CIMhf0z0czgcbNu2jT079hJRtjSt27TONzWNlJK9e/eybcOfFCtRlDbt2pCSbGbBtGkY071weKfz7OuDeeihZvc+mQtNnPoR777+IWvXT0YvjRSJ9OPLTz5x2aD7Y717kpaaxrezZuBhdX4fhr7/DI0a53yCgk6nY+bCqbz50jtEH1gLSMrUjmDGxCnodIX73qzy5cszdupoJoz9FHuCxCJSaf9kW0a8/JzW0ZR8TtXCd5UipXzJXZ0JrRY0FkK8CNQD/DOKxsXAUinlIiHEdGCflHKaEGIYUENK+awQohfQTUr5+N3OrXYedT2z2YzBYMBms/FU76HYT/pQLD2K64ZLXC92hrmLp+f5aRx2u52Xh71MfPRVyovyXJcJHDEe4bOvP6N8+fJax7srKSUT3v2Yfat2UtujIimOVHbZjvDGZ+9Qv0F9UlNT8fb2zlOFjM1mw2q1YjKZ3NKfw+Fw6ffBarVit9vVlJzbMJvNeHh45JsPj8r902Ln0fI+peXnVV7J9vEdd40ssDuPAgghigMPABLYKaW8qHEk5T6pWjh/++d3XXJyMv17PoNHbBiBtnCuGWJwlIpj3uKZeX7NQ4vFwpC+w7AeMVLCVpbrujguBZ9g1ndfuuxCd25xOByMfn4Mf228SBl7FZJFAie89/PpvAlUqlQpT9bC6enppKenF5ha2GJxzvby9PTM9XPnZ1JKzGYzXl5e6PX6ex+g5CuqFs5bhBCbgD5ADLASqAl8LKX8whX9afLpVggRDnQE3gdeFM7FER8Geme8ZT7wNjAN6JLxNcAPwBQhhJBqKztN/fOLf870r/A6Woqafs3AG6AmZ+OO8uHYCUyaMUHTjPeyetVqzLvM9CjWI7OtYmoF3nnpHb5Z/o2Gye5t//79HFwZzVOlHs1cW7SOtSofvDqOpX8sx8cn5+t95jaDweDWATWdTufS70N+uctaC+76YKAUDnpPA75ROVhHtwCPIWUMpn0IbMQ5gDpZCDFaSvmttsmUe1G1cP73z++6z8ZPoUhMHcr5OddCj6IGJ87uZPIn03j9nbw9C+PbBd9iOFCURv4tM9vOXS/D+//7iKnzXPLZM9f8se4PYtdfo1NA78y2cpaqjH3+bX745bs8WQsbjUa3TuV2dS2sBk5vTwiRJ3/+lPxL1cJ35S+l/EsI8RCQAkQCe4GCM4AKfAa8inN9AoAiwHUppS3j+Xngn51ISgLnAKSUNiFEQsb7r7gvrnIna376jSY+WdeWjDBVZMXOtRolun+//vQrdX2ybvwT6h1KysUUEhIS8vRaVr+t/IX6pmpZNmby8/Al1BHMsWPHqFKliobpFEVRco/dYiPp9K0bVigA/A+oK6WMBxBCBAPrATWAmvepWriA2LpuB818h2VpK+tTh42/Tuf1dzQKdZ/WLP2Nhj49srSVMpVl276fb9kANK9Zs/RXqhmz3lAV7FkUGa/j8uXLeX4mnKIoyv1StfBdCSGEEefF5p+klOlCiHRXdeb2OQ1CiE5AnJQy+ubm27xV3sdrN5/3GSHELiHErsuXL+dCUuV+eHl5ku6wZGmTOBD5YLaCt8kLi91yS7sNW55f6NvbZMLiuDW7VVrzzbpViqIo90stnH9XCTd9fV2zFMp9U7VwwWIwGrBnjns72WQ6Ro+8XUsCeJu8sWZsPvoPh3SAyPs3N5t8vbHephZOl1Y1S0hRlAJH1cJ3tADn9P0OwE9CCH/gsKs602JRmMZAZyHEWZwL5T+M8yp8oBDinztiw4HYjK/PA6UAMl4PAG4ZfpdSzpRS1pNS1itWrJhr/wRKpl6DH2V32m/cPIvsoHkbrTu30DDV/enR71E2mTdjl/bMtsPXD1OmZpk8PwW5U/dH2JK6D4vdmtkWk3gBaxBERUVpmExRFCWX5aBgLARF4ypgjRBikBBiEPBrRpuSt6lauADp3Ks9h83rs7QdSv2DHk920ibQf/DYoO7ssGSt4w+l7KBZu0Z5+u5TgB59uhHt2IjNcWPw+nTKMUpUCiEwMFDDZIqiKLlM1cJ3JKWcAFQEqkgpU6SUiVLK3vc6LrvcPoVfSjkGGAMghGgOvCylfFII8T3wKM5Csj+wLOOQ5RnPt2W8vk6t+ZR3dOnWmcP7j7Hqp+kUc0RwXXeJMo1K8MKrr2sd7Z7q169Pu2fbMXvWHCJ1EVznOh4RnkyaOEnraPdUunRpnho7jMnvf0FZQynMMpVE/zQ+mf55ni94FUVR/guJ2nn0TqSUozPuZmye0fS5lHK5hpGU+6Bq4YLlqSEDOX38LdZvmEWgvSTXdeep26EK/Qb11TraPbVr347De4/y4+IvCXVEkqC/TIl6RXj5jY+1jnZPNWrU4LEXu/H1F9MIl2VIFgkYSku+mPyZ1tEURVFylaqF70wI0f+mrzPbpZTzhRCPSClX5Gp/WtZfNxWNnYQQZXAWjMHAHqCPlNIihPDCeVtubZxX23tJKU/f7bxq51H3u3z5MqdOnaJkyZKUKlVK6zj/SWJiIocPH6Zo0aKUK1dO6zj/SWpqKgcOHMDX15fKlSurwVPFZf7++2++X/g9F06fp26TenTq0onjx4+z/LufSLdYadu9Aw0bNlQ/gzngcDjYtGkTq3/8DW+TFz37dMtz6xlrsfNoxaCyctrDH2T7+JZLexXYnUeV/E/VwgVHbGwsMTExREZGUrx4ca3j/CdXr17lxIkTlChRgoiICK3j/CdJSUkcPnyYoKAgypcvr+oQxWViYmJYvOAHLl+8QtO2jWjTtg179+5lxXcr0el1dOn1CHXq1Ln3iZQ7stvt/Pbb7/y2Yj1BRQN5vG8PypYtq3WsLFQtnLcIIW63WZSQUo4QQrwqpRyfq/0VxAvYqmhUFEXJPYcOHeLVQa/QUFefUM8QjplP8KdlB+EeRWkZVA+j3siW6/uIbFWV198dq3XcfElKyf9eGsvRtZcoR33SHRaO6jfSf/SjPNGnl9bxMmlRNJYzRchPKozJ9vFd9w0tyEVjIjfWxzQCHkCKlNLvzkcphYGqhRVFUXLPls1bGDf8I2qkNyXAGMxJ2wGOiWhKighqGxsipYPd9q20Htycoc8/q3XcfMnhcDB00Egub5eU1tXCbEvkpMcmXhs/lLbt22odL5OqhfM+IURDKeU2V5zb7VP4FUVRlPzlwzEf8JhvN4p5FwXA39OfTTv/oGftnoQWce5yWzagFNN/W8LxvsepUKGClnHzpYMHD3Lo179oYbox5TPcUY7Zn3zJI1074evrq2E67alpS7cnpfS/+bkQogPQSKM4iqIoilLgOBwOPhwzgY7G/vh4O69Pelg82X98J82jOhLkGwRAhCzLonmz6PFEd1OdZGUAACAASURBVEJCQrSMnC+tX7+BuB126vt0y2wLc5RnwluTadm6JQZD4R66UrXw7QkhGgG9gJtvHugshFgO/CSlXHb7I7NHi02kFEVRlHzCarWScDEhc/AU4EziWer6V8acmJLZJoSghrEs27f+qUXMfG/z+q2UtFbN0qbXGQixleXAgQMapcojJEhH9h+FiZRyFZD3d65RFEVRlHwiLi4OjxQTPoYb4zNnk49TTVeX5JtqYZ3QEWkrT3R0tBYx8731azdTkupZ2jx0XvhYQzl9+q6r1hR8qha+m1nAbmDFTY/rwM/AsdzurHAP4yuKoih3ZTAYsAkbDulAJ5zX3HwMPlxNT8BgzPorJJEUqhYJ1iJmvlckJJhUXcwt7am6BIKCgjRIlHfoPA34lc3Bz9XB3MuS1wghetz0VA/UBcwaxVEURVGUAsfX1xezTMnSZjL4ckGewWDUZ2k3G5ILfd2WXcWKB3POnnBLu4UkAgMDNUiUd6ha+K7SpJTzbm4QQrwhpVziis7UAKqiKIpyRzqdjpZdWrFh+WaaF22KEIJwnzD2p56ghUcD/tkyLs58lQOOs7ze8mFN8+ZX7dq3ZeaEeURZq+HvUQSA8+YTeESmU7FiRY3TacthsZF48prWMfKqjjd9bQPOAl20iaIoiqIoBY+vry/VG1fmwB/bqe73AAClTGVYwhwa+TbNfN9F83niA/+mfv36WkXN13o83o2l854h3FYB74y7fc+m7KdU3aKFfkkEVQvf1aP32ZYr1ACqkiscDgeJiYn4+voW+vVJFKWgef7V5/kg+QOm/z6XYEMgV2Q8L380hs2/bmD9X/swCj3p/jBhzmeYTCat4+ZL/v7+TPrqI15//h245kW6tBJaNYApUyYV+h2FJQKHWvfptqSUg7TOoCiKk91uJykpCX9/f3Q6tUqaohQk74x/kzdffpsl26ZjEn6keF5j3NSxrFi0ku1xIHFgKunJlKmfo9fr731C5RZhYWF8MP0N3nnlQwzJ/lhIodyD4Xz8+UdaR9OcqoVvJYRYKqXsLqU8k/HcE+gBDAYCcc7KynVqpEvJsWU/ruCL8TMhzQu73kyvAV0ZMvypQv+hX1EKCqPRyFsfvkVSUhLXrl2jRIkSGI1GBj8zmLi4OGw2GyVKlFD/5nOoevXqLPv9e2JjY/H09KRo0aL3PqiQUAvnZyWEaAlclVLuvcPr3sAgKeVU9yZTlMJpwbyFzP1yIXqbCbvBzDMj+/JEn8e1jqUoSi4xmUxM/HI8CQkJJCQkEB4ejk6no2//vly8eBGdTkdoaKjWMfO9hg0fZNXGH7lw4QI+Pj4EB6ulwf6hauFblBFCvARsBp4E2gKrgFFSyv2u6lQNoCo5smXLVia98TW1vAZiNHrhkHZ+/HI5Jh9v+g3so3U8RVFykZ+fH35+flnaCvuUmtwmhKBkyZJax8hzVNF4ixPAu0KIasAW4DiQBoTgvOIeBXyhXTxFKTyWL1vB/PFrqGd6Br3BiM2RzuwPFhMYHED7Du20jqcoSi4KCAggICAgS1uJEiU0SlMw6XQ6SpUqde83FjKqFr7Fw8DzwA+ADhgK/Cyla7fNUgOoSo7M/GI+FQ0dMeq9ANAJPZW927Ng9nw1gKooiqLkmN7TgH+5HGzIcDT3suQVUsoYoL8QIhhoBVQDvIFY4EMp5S4t8ylKYTJnyv9Rzas7ep0RAIPOSFXPTsye8o0aQFUURVFyTNXCt5JSxgNvCSHeBtoAA4FPhRDfAV9JKU+6ol81gKrkyN+X4qiaseHJP4x6L+IvJzDosSFcjrvCg83q88yIwRQrVsyt2TZt2sxXk7/mStxVHnyoAc+MGKymxCqKouQz9jQbCSeuax0jT8ooHhdnPBRF0UBSYgpehqyzM7wN/vx15hxPdh1IYkISzds24elhg/D393dbLikla9f+woLpi0hMSOLh9s0Y/OwAt2ZQFEVRck7VwncmpZTAWmCtECII6A0sAuq5oj+1wrmSIw2b1ud88qEsbX/FHefqpStEHm1K6+Sn+Pt7Hf27PcX16+77R7/k+x8Z/+xUyh9vRnvzU1xeDAO6PU1CQoLbMiiKoig5JwGHFNl+KIqiuFKlauWIM5/J0nb0fDQJl1KIOtOWBxMGcvCrRPr1eIq0tDS35ZoxZRZTR31LuTPtaJwwkINzrtOvx1NYLBa3ZVAURVFyTtXC90dKeU1KOVVK6ZLBU1ADqEoODR35FFeDtnImaScp6dc4l3SQLZdn8lj4UII9Q9AJPRV8a1H6al0WfeOeG2TsdjuzJs6lrenJzAyV/GtT+koNvvu/792SQVEURck9Umb/oSiK4kqvvDGSM96r+StpLynp1zidEM3OxG/oHj4CP2MwBp2RSn4P4n0+kpUrVrklk9ls5vu5y2lq6oWfMQiDzkhlvwfxOR/Bqp9XuyWDoiiKkntULZw3qCn8So6EhISw+Od5fDP/W3Zv30SZUqFcXVWO0qbyWd5XyqM8e//cCs+5PtPVq1fxSvfDaPTImsGzPPu274Rhrs+gKIWRlJJdu3axZd0mgooG07FLJ5cvmxETE8OqZSux2Wy06diWChUquLQ/xf30ngYCcrLu04ncy6IoivJvUVFRfLtiFvPn/B9HDmykTHhRUtbUJ9gz68YyoaIMe7YfoEfP7i7PFBMTQ5AMQyey3isTKsqwd8cBuvXo6vIMilIYORwONm/ezM7NuyhRqjidunRy+bIZJ06cYM2Kteh1ejp0bU9kZKRL+1PcT9XCeYcaQFVyLDg4mJGjhgOQnp5O+3VdcUg7OqHPfE+c9TxlKka6JU9gYCBmkYhDOrIUjnGWWMpUck8GRSlsHA4H/3txNPE7zlHLVJ4LtvMMmr2IN794j3r1XTOL4sfvl/L1+Dk09KqJHj1vfPsqrfq155nnhrikP0Ubdoud62rdJ0VR8rDixYvz2usvAZCQkECP3/ohpUSIG1Mn4x0XqVkpyi15QkNDSSDuNhliqVlJXWhUFFdIT0/nuUEjSDsgiaQCMY6DLJiykM8XfOqyC/xzps3lp2krqeqoj0PaGfbVCwwc3YeeTzzqkv4UbahaOO9QU/iVXGU0GunWtxObU5ZhdTjXWLpiuchh7430GfyEWzJ4eHjwSO/2bExaTrrDCsDltFgOmTbSe0Avt2RQlMJm06ZNJOyIpV9EJ2oUq0izEnUZUqIrH7z2Dg6HI9f7S0xMZM7EmTwb3pt6ITWpHVKNZ8IfZ+38nzl37lyu96doS0qR7cf9EEK0E0IcE0KcFEKMvs3rzYQQu4UQNiHEo/96bY0Q4roQ4ud/tQshxPtCiONCiCNCiJEZ7a8IIfZmPA4KIexCiOAcfHsURclDAgICaNKhPntSfsHmSAfgUupZLgXuoXvPbm7JEBQUxINtarMn5Vfs0gbAxdQzXAzaR7ceXdySQVEKm+U/LUfu86SNf1cq+FehQWBT2slHefulcS7pLzY2lh+mL6OH72CqBNSiWmBdHjUNZvb4r9y694jiHqoWzhvUAKqS64aOHEKHlxvxq+dsltm/4K+Km5m8cAJhYWFuyzB81FDavNiAVcZZLEn/glMVtjB54SeUKFHi3gcrivKf/bHyNx7wr5KlLcDTj4B0k0sGNKOjo6msL4NRd2MihU7oqGmsyOaNm3O9P3exWq3s3r2bw4cPIzVatCgvZLiZlODIweNehBB6YCrQHqgCPCGEqPKvt8UAA4CFtznFBKDvbdoHAKWASlLKyjh3BEVKOUFKWUtKWQsYA2yQUsbfx7dCUZR8Yuy7Y2gypCzrPaaz1vE55roHmPXdZAICAtyW4a0PXufBZ6L43TCN1Y7PSal7kFnfTXH5dGJFKax+/Wkd1byzzroq6hVK0oUUkpOTc72/rVu2Us5aLcuMS4POSKStMjt37sz1/twlLS2N6Ohojh8/rlkdmpqaSnR0NCdOnFC18A2qFkZN4VdcQKfTMWBwPwYM7qdphoFPD2Dg0wM0y6AohYmvvx8p6Um3tKc5LHh7e+d6fyaTiVRx607CaVgw+ZhyvT932Lh+Ix+8Op6Q9FJYsWAJTuTT2ROIinLPlE+ADes38NFr4yluK0W6sGAOTGLSnE+IiIhwW4bbud+r59nUADgppTwNIIRYBHQBDt/oX57NeO2W26mllL8LIZrf5rxDgd5SSkfG++Ju854ngG9zmF9RlDxGr9czYtQwRozSbuF9g8HAyBeHM/LF4ZplUJTCxNffhzSbGTxvtEkpSceK0WjM9f68Td5Y9bfWwhaRismUP2vh5T+t4PNx0ylqi8QikvEItzF57qeEhoa6LcOypcuZ/N4MQmyRpIpkPErZmTz3U0JCQtyW4XZULZw3qAFURVEUJce69urO6OXPU6lIGTz1zg3cjsSfwj+yqEsKjnr16vGh8T3+Nl8m1FQMgARLIvvlCf7X6sNc78/Vrl69ynujPqabcTDe3j4AxF27yAuDXubH379Hp3P9hJHLly/z4Yvjecx7ICYvZ+F9KTGWUYNfYsmv32dZR8+d9J56AssFZv8EZ+75jpLAzbdJnwceyH6HmcoCjwshugGXgZFSysxl/IUQJqAdbtleUVEURVEUV3p8UE8+3PwJXU190GfsBXI4aS/Vm1TD09PzHkf/dy1atOAL76lUt9bD38NZJ121XOay3zkaNGiQ6/252unTp/li7BzaegzF6On8LBF79jSjhrzKwp/muyXDqVOnmPrWV3S8KcP5s6d46dnRLFg61y0ZbkfVwnmHGkBVFEVRcqxcuXL0/98QPh//JZGG4iTYk9GFmZj4xSSX9KfX65k4exKvDX2FoEs+6NFxSX+Vdya/j6+vr0v6dKXVK9dQyVo3c/AUIMSrBL7Xgzh48CA1atRwfYaf11DVVgeT4cZdC8W9wzBd8+fw4cNUrVrV5Rlux26xc+1EQk5OUVQIseum5zOllDNven67keHcmK/lCaRJKesJIboDc4GmN73+CLAlv0xZUhRFURTlzurXr0/XUR1ZOHUaJShNAtcIqR7MxI/Gu6Q/k8nEx7M+4PXhbxKUGoIdByn+15k0c6JL7nh1tZ++X0HF9EYYvTwy28JMZThydgMXLlygZMmSLs+wdNEyqqQ3yZIh3Lssh05v4OLFi5otB6hq4bxDDaAqBcKmDZv44oOpJF1OxtPfg4Ej+tNVLZKfbVJKli7+gUWz5mFLteBbJJDho1/iwUYNtY6mObPZzCfvf8KWX7aClFSuW4Ux745267QOs9nMpA8nsn3dRpBQsXY1Xnnrf5pPLXmka2fatG/LkSNHCAwMJDIyMtvn2rljJ5M/mEhiXDw6LyOPD+rLY0/2ynIXZLly5fjhl6UcO3YMm81G5cqV0ev1ufAncb+UJDNGeevdCUbpRVpamlsymJPNeOJ1S7uH9CQ1NdUtGW5Hcn/rN93FFSllvbu8fh7n+kz/CAdic9TjjfMuyfj6R+Crf73ei3w0ZUlRlLxt9c+rmTZxDuaENHyCvBkxegit2rTSOla+5XA4mD97PkvmL8FhcVCsVDFeeuclt1zQzOuuX7/OR29NYOfG3QDUb1aHMeNedesav9euXWP82xPYvcWZoV6zerz29quar/Hbb1BfejzenePHj1OsWDHCw8Ozfa4/1q1n6odTMV8z4+nnyeAXBtGpS6cs76lVqxYrNv3EkSNH0Ol0VKxY0S2zllwhOSEFD53fLe1GvNxWh6YkpuCpu3UvI3dmuB1VC+cd+fNfl6LcZPfu3Xw88lNaJnalr+9wOqf34Zu3F7PipxVaR8u3li7+gT+mLWR02Va8X7sbzxStx6RX3uLQoUNaR9PcS0NfJnWtlacDn+WZoGGU2FeSIb2GYLVa3ZbhlaHP47frMm9XfpR3qvSk5gUTz/V7mvT0dLdluBNPT09q1aqVo8HTY8eO8fELb9DPpx5vV+3JKxEd2DRzKYsW3LpmuRCCSpUqUa1atXw7eArQsm0Ljhv24pA3lhWy2NOINZxx24e1h9u24Ihub5bF8tPsqcQaYjT+wJj9XUfvc72onUB5IUSUEMIDZzG3PBeC/wQ8nPH1Q8DxzD+REAEZbctyoR9FUQq53379ncmvzqdJ4pN0MYyk0bVeTHxhOlu2bNU6Wr41Y/IMtk7fygDTAIYUGULTq00ZM2gMMTExWkfTlMPhYEif4Vh/DaCn8QV6Gl/A+msAzzw5zG2b7TgcDob2GYb3Fj+eDhjO0wHDMW70Zli/4Xliwx8fHx9q166do8HT7X9u5/MXv6CTtTuDA4fSXfZi3lsLWLt67S3v1el0VK1alcqVK+fbwVOAdl1bcVpEZ/k7TLElkuYTT5kyZdySoW3XVpwQ0VnaUmyJpPley9Fnm5xTtXBekX//hSlKhlmT5vCwxyP4GZ1XPb303rT1685XX7hnrZSCaNGsrxhYsRneRuf0hSImP56MaMC8qTM0Tqat06dPE38onvrBDdAJHUIIyvtXoERCOH+s+8MtGU6cOIHl7FWahVfPzFCtWCTl0wNZ/8d6t2Rwta+nzaFn8QYUNTn/TXsbPOhbtjmL536TJwpjVyhXrhwt+zTlp5SvOHR9N3sT/mSpZTavvP8CXl633hXqChUqVOChJ5rwfeJ8Dl7bS/S1HSxKmcvL743Cw8Pj3idwFYlLi0YppQ3n2ktrgSPAYinlISHEOCFEZwAhRH0hxHmgJzBDCJF5NUkIsQn4HmgphDgvhGib8dJHQA8hxAHgQ+Cpm7rtBvwipUzJ8fdHUZRCb+anc2nq0QNvvXMZGJPBj8bG7sz4ZI7GyfInm83GioUraF+0PUadcyp0Me9iNNE3YeGc221AXXhER0cjYnyp6FcLIQRCCCr61YIYE7t373ZLhp07d2K65EvVwOqZGaoH1sRw3sjevXvdksHVZn06i3a+nfAzOu/INBlMdAroypzPtVuH09Xq169PjY6RrEtbwInEvRxI2sIfzOPtT19328Dwgw8+SKV2Jfkt9RtOJO5jX+JmfhPzeGfSWG0Hp1UtnGcUyCn8Z079P3v3HR5VsYdx/Hu2JJtN7w0CCS0JXap0pEgv0gUFVKQKCtJEQBCviIKKNOm9944UaSJVeoeEQAik991Nsrvn/hFuuJESUja7gfN5njyPDHvmvIuEzM6Z+U0Yc3/7nZ69e5h9Gb/E9MLvP6SuqnW2NrVCjSapcLa95obRaGTfnj3s2bgdmUxGq64daNa8udkOZ3kRgy4ja/L0f0o4erA27M1egfrw4UPchWe3yXvgwf3QwlmREBERga/Vs0XEi1k58zDswXOuKHoehIbRxrletjZrhRJZhhGj0VikV5q+zOejhtKqQwv27zqAja2Kse0HFOqpowCfjx5Gyw4tOLD7ADZ2ar5sN7DQM/ybXCXHqUw+Cue/wreFKIq7gd3/apvwf/99hsztTM+7tv4L2hOA1i/4vaXA0pyTSSR5E3o3jKWLl9O1e+ciexqz5NUlxiZjp8y+fdrJyo3oxzFmSvRier2e7Vu288eWP1CpbejcpxP16tXL+cJClJycjFpUZx0E9D/eNt6cvH3STKksw8OHD3HQuoNN9nZHnQcPHz6kWrVqhZLBNcPtmXYXvRsPHz6katWqJs9galGPonGzds/WZq+0R5OgMVMi0xMEgck/TORyr8sc3n8UJxdv2rQfhovLs1vqTZnhu58mc+nDSxw5cAxnV29+aPd5oWZ4HmksbDleywlUqzQHTsyKYNfmvqzetkSaRH3NVahSnpCjtyllXzarLS4tBjdf8/5D9zyTx44n+cxd2vhURERk9/cLOXfiNGMnjTd3tGzULg7EapJxVT+tQ3Mp6h4VqlUxYyrzK1euHA/E+4iimG3SO0wIo+VbzQslQ9myZZmnffxMhmvaR3xYpWehZDC1CtWrcPnkPWr6lMtqS9SlonSweW0nT/+nbNmylC1bNucXmlC5cuUoV65czi8sJAadgfhbCeaOIZEUKco0B/ZMu87OTZ+wavMSk5wALbEcxfy9ibn+CDfrpwecRGjvUbpS4Wx7fVWiKDKs3zDEizJq2NUmzZjG7CFzuPrxVfp/1t/c8bI4OjqSbp2OTq9DpXi6C+Ru6l0q165sxmTmFxwczDL1RqBBtvZIm1CCgvoUSoagoCDWKzdRm7rZ2h8owggKCiqUDKZWpnwZws7fo6S9f1ZblDYSTz/znndgaoIgUKlSJbOWjhIEgcqVK1O5suV8r0tjYcvxWm7hlwlyAu3r4BxRgdXL15o7jsTEBo7oz9+K/dxOuo5BNPAgNZTdaRv4Yvwwc0fL5s6dO4SdvEyfcg3xtnfBx96VjwIbc+3PkxZXT2nImC+ZdfMQd+IekWEwcO7RXbbEXKHPgH7mjmZWHh4evN2mNjujt5OQnoBWr+FozBFkpTO3nRQGb29vKjV5m5W3DxOnTSY1XceO0NPo/eypXv1ltcGLjt6ffsSelKuce3ybDKOB0ITHzLmzj8Gjh5s7msQMREA05v1LInkTyQQ5wfaNEEO82bVjd84XSIq04ROG8pewkXDNXQyigbDUm5xVbmfomEHmjpbNmTNnSL2koZlbc1xUrnirfejs3o0dy3aSkGA5kwMymYwBowawLnYdjzSPyDBmcCHuAhfVF+n+QXdzxzOrsmXLUrKON38l7UajTyFVn8zxpF2UquNLmTJlCiVDUFAQ3jU8ORi7j9SMFJIzktkfuwf/t0tSqlSpQslgaoNHDeKAcS+3E29hMBq4lxzKDu0Who4bau5oEjOQxsKW47WcQP2f4qpgThw+Y+4YEhPz8/Nj/ua5GJomstVqGdE1Q5mx5geqVTf9FpLcuHjxIhVUXtnaBEGggo03ly9fznV/Go2GhfPm07tDVwZ/8AmHDh4sqKjUrvM243+fwTGnJKaGHeJ+kAOz1izFx8enwO5RVOj1eg4dOsSKZSu5ePEiI8ePpP3Ethx2Psh26y1UGlSeOctmF2pdnNETx1F/WDdWpZ1nbvwxSvSox68L57xSKYjjx47zWZ/+9GrXlXkzZ5OcnFwIiXPH09OTueuWElXVgekR+zjuEs2436fh6OLEyIFD+aBdZ376birR0dHmjvrK7t69y9fDx9KjdRcmjRn/yg9NRFHkwoULrFy+kj///BO9Xm/ipJbJxIXzJZLXlo8iSBoLvwHKly/P3I0zMDQK40+HxSibRzJ/82+FNqH1qs6eOEuAkH2CSybIKC6U4Pr167nuLzExkZk/zaR7y+4M7j2EkycLbnt9q7atGDN/DFcCrrBOWIdNOxsWb1qMs7Nzgd2jqEhLS2Pv3n2sWL6Smzdv8tOsqbQYV4tTnps57bWFVl+/zY+zphZqph9nTaPe8Drss9/JfoddNB7ZkO9/+U+O14miyN49e/m46ye836YXSxYsQaezvLJvAQEBzNs4h5T68ayTreBx9Qf8snYGWq2Wwb2H0KNVD36b/htJSUnmjvrKrl69yvD+X9Ll3e58P3EqkZGRr3Sd0Wjk1KlTrFi6khMnTmA0vpkzgtJY2DIIr+OBHL62ZcVBQb/xMPUWTq2i+c/0yeaOJJFw/Phxdk6aS8/S2es8Lbl9hB7fj8jVCsaMjAw+6fEhFVLsqecTTHK6hs1hp6nxfks+Hmg5W6CKuqioKD7pPhB1pC+26e7EqELwrWHPzPkzUCiKXgWUNctXsW/eet7zrYOzyp5Tj6/xj+oxizesLLSDivLq8J9/8vvXP9DDryY+9i6cfxzK3pRbzN+wEldXV3PHe6mrV68y7uMRtHeug7+jL7fiw9iZfIpfVs596amiGRkZfPHpUHQ3kyglFCOSOB7axTJn5e+4u7u/8DpTEgThnCiKhbrUuZR9GfE/1X7N8/Xdj7Qu9MwSibn52JYV+wf/xt3kc7z1iQOffznE3JEkErZu3srh747R0LVRtvZ18av5z7rvcnXSdmpqKh926E1gXBAVnSoTnxbPgZR99BrXk45dOhZw8jfXvXv36N9zGA5xAagynIi2uUnV5qX57sdviuSJ7zN/nMmpledoYNcEldyGc4mnSCobx+J1Cy3+/Wxev5nV36+hmW0znK2duZh4iRvO11ixbYXF17r+6/hffDd4Go2ULfGw8eZO0g3O2/7F4i0LXlprX6PR0L/XIMQQKzzTixGtjCDDL5n5q+dhb2//wutMSRoLv9ks+1+JfNDok7mpPEif/r3MHUUiAeDtt98mVJHC9ZjwrLbLUWFEqvW5Lrh+6MBBiiUqeLfkW9haqfCyc2FAcHN2rtpISkpKQUd/Y00a8x3+jxtRw6YNwY61aGDdg/gTCjas22TuaLmWlpbGmt+XMaBsK3zs3bBRWtOoeFXKaJzZvdOyt3eKosicqTP4LLApAc5eqBRWvF2sHE1tS7F6yXJzx8vRrO9/pqdnU8q5lMRKrqSCW2k6OdVn7vRZL71u3eq1qG8K9PRpR23vt2jv3ZSGGVX5YeL3hZTcMuh1BuJuJub5SyJ5UyWnx/LA5gTdenYydxSJBIDmLZpzR3WLiNSHQObP98sJl7ArZZuryVOALRu24B8XQHXXmljLrfFSe9HN7X0Wzlj4xu7WMIUxQycQnNieKrYtCHSqTX3r3lzd/YhDh/40d7Rci4+PZ+/a/bRz6YyLtStqhZr6ro2R3VVy7Ngxc8d7Kb1ez8IZi+ju2h0vtRfWcmtqutTAPy6ALRu2mDtejn759jfa2/agmG0JrGRWBDtVompqHRbPXfLS6+bNnI/rLT+a275HZeeaNLXrgO+9csz6aXYhJbcM0ljYcryWE6jJYjQXndcyafaXJj+MIy0tjZCQkCK1fF5iHnK5nJlL53PMLppJl7fwzeUtnHZJ4pdFc3P9xPPi6XOUt/fN1iYTZATYuBMaGvrM6+Pi4ggJCTHrgDIuLo7Q0FAMBoPZMuSG0Wjk2rnb+KmzH6YTrKrDjvV7THrv9PR0QkJCSEwsuB944eHhFLN2QSHLvnK2vKMfl06dK7D7mIJOp0Om1eNgJxWmqgAAIABJREFUnf3peiWPklw6bdnZASLuPcTXLnvR/9JOxbl79dZLr9u3aQ/13bOvTA92LsO1s1d4HXePvIwo5v1LInkTpYjR3PXazi9Lv8Pb2zvnC/JBo9EQEhKCRvP6ng4tKRhqtZrfVs7kjPdJFsctYEH8PFJqJTJj/oxc9/XPifOUssleokApU+JodCIqKuqZ10dFRXHv3j2zbv+1hAy5kZCQQOz9VNxU2T9zlJLXZvs6046FtVotISEhBbow5Pbt2xQX/JAJ2T93lSCAi6cvFth9TCEyMhJn0RmlTJmtvbRNac6fvGCmVK/GaDSSEp2CvdIxW3tp+0AunHz5n/uhXYepZF8zW1sF+2oc23+iwHNaOmksbBmK3h7UV1A60J8dhza8Uj3A/Fi+eCVLZq/BwehJshhDg1Y1+XrymCK5tVdSODw9PfltyXx0Oh2CIOT5VNzipUoSfvIoFSiZrf2RLiHbNojU1FS+GTWGiKu3cbFW8zA9mYFjRtLs3cI5MR4gJSWFCSPG8ujaXZyUtjw2JjP4qxE0bd6s0DLkmYxnTrvXi3qUJvwe37RuI4t/XoynzI1YfRyV6ldh/PcTsLKyyle/7u7uRKYlPPN+HqbGUCygfH5jm5S1tTVa9GQY9CjlT//swxOjKVaqhBmTvRo7J3uS0lJwsLbLaovWxuPi4fbS6xRKBfr05zz0eMNKGYmAUarfJJHkSulAf7bsM+1BqqIoMnPGHLau3IM9niQTSdsezfli5GcmH4NLii5/f3+WblyKVqtFLpfneXzjV6o4kf88xkv99HwBo2gk3hCPk5NTVltcXBxjPxtD7J0Y1IINCdbJjPthHLVq18r3e3lVcXFxjB48mrg78agEG5JViXz949fUrFUz54vNSCaTIfLswgejaECpNM1YWBRFFs1bwvqFm3DBiwRjFA3b12f0hC/zvcXex8eHWGKeaY8Vo6gcUD9ffZuas7MzCcb4Z8bxkWmR+AUUN2OynMlkMmQqgXRjOlayp9/vj3URFK/08uwKhRxjhoH/n7YyikYE2Zv1M0YaC1uO13IFqkwmM/nA7fDhI6z+cQ+NGUxNeTfekQ/i2uZ4Zv8yz6T3lbweVCpVnidPAVq3a8sJbRgh8Y+AzB8k+8LOU6JaMB4eT1e6fTv2a4Ki9Hzz1rsMLV+fiRWasHjKj9y+fTvf7+FVTRo9jrIPFYwOak//0k0Z5d+K+d/8REhISKFlyAuZTEbNBlW5ozmf1SaKIlfSD9Ppw/YmueeZM2dY98NqBrj2pqtrBwZ49MXwl44Z/8n9yox/c3BwoErDWuy+fxrDk5UP4UlRHNHcpGNXy97eKZPJ6NCzG6vunCDdkAFAjCaRDY/O07NfXzOny9mHgz9iTfgBNBmZhxSkpGtYF3GIvkP7vfS69u+/x8HoE9lWm56NuUzNRrXfuMkJ6am7RJI7hVHLb+O6TexfeIEGssFUk3elgWwwfy65xtrV601+b0nRZ2Njk6+Hw90+7MZp4SRR2szVpnqjnkOxB2jcrlG2epAjB42kXFgp+rp9QDfXzvS07sLkzyY9d5WqqQz/dARlQoPo6dSbTo5d6STrzsRB31j8YZgODg74BXsRobmT1WYUjdwUj9Llww4muefePfvYO+soXRSDaabsSmerwdxY/4DFv798q/erKFasGN6VPDkT/zfGJ0eTh6WEEmp3m+YtC29xSV6o1Wrqt67PgbiD6I2ZD9cjtZGcEk7R9YOuZk6Xsx79urM/cRvphjQAktITOabfx0dD+rz0uladW3AmJXt5hX9STvBux6amimqxpLGwZXgtD5GqXr26ePbsWZPeo2/X/rjdqI+T1dODPAyiniPyuRw8vdOk95ZIILOo+7QJU4i4G4YRkfotmzBs1IiswWhSUhL92nZiSrVW2a77JyKUe0HujJ443uQZExMT6de6O18FZx9knX98h5gaLowcP9bkGfIjKSmJwX0/J/mOEbt0D6KtQqjTugoTvhtnkgms4Z9+QfDtAIrZPd0qZRSNzIpayM6Tu/P9gTgjI4M5P//GgW17kBkFPP19+fKbsSYvdVIQRFFkxeKlbF25DjIM2Lk5MXTcKKrn4vA1c9qxdTtLf1uIQZOB0t6aT0cMynEluNFoZMrX33L54D+UUhQniliE4ip+XfgbdnZ2L73WVMxROD/Avqz4bZWZeb6+1/GWUuF8yRunMMbCHZp2Jyi2Kyq5bVZbmkHDZefV7Di0waT3lkgArl27xg9f/0D0/RhEhUibrq0ZMGwAcrkcyCxfNKLTcD5065HtujMx5/DtU4J+A1/+ILMg3L9/n5GdRtPN6f1s7WfjzlC6f0k++vQjk2fIj6ioKAZ8OAxDhC2qDCdirG7Tvndzhg4fbJL79WrXm2oPW+GgfLqKOMOYznbFQnaf2Jbv/rVaLdO/m8GxvccRRAH/8iUZ95+vKFasWL77NjWDwcC8X+exa/0uxAzwLOHBqCmjCA4ONne0HImiyJrla1g9fy0GrRE7dzu+mDCUOnXrvPS6jIwMRg0ZQ9jpCDz0vkQrHuFT1ZXp837K9+68vJLGwm82aa95HsXHJ1BCkb2Oh1xQYEg374S0KIrs2L6TxbNWkZqkoVzF0nz59VBKlixp1lySTBqNhnm/zubYvsMANG7TjE+HDMjTCeglS5ZkzvKFGI1GBEF4ZkIvNTUVB+Wz/brY2HE+JjbH/g8fOsSy2fNIjk/Au4Qfg0aNICgoKFcZU1NTsVeoSIiLJy42DtEgolKrsLdRcSvq2S00lsbBwYHlGxdx/fp1Hj16RFBQED4+Pia7X3xsPI5WDtnaZIIMhahAr9dnDRQyMjJYOGchezfvRTQYebtJHQaPGIyDg8Pzus2iVCoZNmo4w0YNx2g0Wvxpo/9PEAQ8fbxwcFaTmpiEu5crzi4u5o71ytp2aEfbDu1y9ecuk8mY8J+JhIeHc/PmTby9vQkKCnrjVp/qdQZib0gF8CUSS5OaqsFKZpOtzUpmg06TZqZEmYxGI2tWrmPNkk3otOm8VbMiw7/6DC8vr5wvlphcQkICM6fN4tTh0yiUClp3bclH/fvmqQRacHAwyzYve+HP1sTERBxkzz5wdFDYEx8dl2P/O7btYNW8FaQmaShToQxDxw7L9WeqhIQE7ARbYqNjSYjLLKWktlNjY2NDbFTOGczNw8ODTXtWc/HiRWJjY6lUaTTu7u45X5hHSYnJ2Cmyn66ulFlhSM9eSkCj0TDn53kc2nUEBGjW7h0GDuuf42cqGxsbvp4yDvHbzM/sRWlMJZPJ8PTxwN5JjTZFi6evO46OjjlfaAEEQeD93u/zfu/3czUWViqV/Pz7dEJCQggNDaVkyZKUKlXKxGktjzQWthxF59OzhWnUvB4hqeeztcXowvEvZ96nVyuWrGLu2I0ER3emvn4Q4okyfNzls0LdpiJ5PlEUGfrRINL/eMgX3p35wrsTybtCGN5/aL76fVHJCk9PTxLlRhJ0qdna/3ocQr1m77y0z3179rJi8o8M8CjP1KotaCe4M/7TIdy9ezdX2by8vLgRFUbEw8e4yRzxtHLBWidn2+VjVK1r2XWf/kcQBIKDg2nSpIlJJ08B6r/bgPMJl7O1RWmjcfR1yvaUdeywMdxZcZO+ql58Yt+H9D0a+r//aa4O6CpKk6cAWzZuZMfPv/Jl6SB+qd+YNnJrxnzSj/DwcHNHy5W8/LkXK1aMJk2aEBwcXKQG+gVFFMGYjy+JRGIa1etUJTz1era28NQbVK1Z0UyJMv08bSZrvz9CpcRe1NMPIm6/G7079yc5OdmsuSSZD4D7de+PdpdAD0V/Ohp788/v1xn/5YR89fuin61lypQhgsfoDNkn9a+kX6N+swYv7XPV0lWsn7SGjoa29Hf8iIBrfgzpMZjIyMhcZQsMDORcxDniIuNxFF1xxh2SZBy4t5/aDQuvDmt+CIJAlSpVaNKkiUknTwHefqc215OzHyz0QBNCmYpPJ81EUWRQ788IXZVIO31/2qZ/yq1lMQz5aNgrH7L5vMUnlm7+rPn8MWM7PZVtGOr+IX5XnBnUoz/x8fHmjpYreRkLBwQE0KRJkzdy8hSksbAlKVqfoC3IR/17k+h3hcupB4nShnEz5SSX1Vv5+j+jzJbJYDCwbN5aaqq6YKOwRxAEvNQBFE+qw4rFq82WS5Lp/PnzKB6m08DnLRQyOQqZgsY+1UkPSeTatWsFfj+ZTMbwb75m2uXD/HX/FrdiHrHi+iki3W14t2XLl167ZOZshlSoh6s68wmwv7M7H5SozNI5v+cqQ0ZGBoLMiuUP/uKf+BBCUh6z/dE57muTSIgtWj/sC0P3Xt255/mQfVF/Epb8gDMx51mfso2x//kq6zVhYWE8OHufdzwaoZQrkQtyqrtVwzHKgePHj5sxvemIosjq3+fzeY3aOD+pa1bW3YMe/qVYvWixmdNJCoNU90kisTxfjB5MuNsRbqQcI0obxo2U4zxw/ZMvxg4xW6bU1FR2rDvAW7btsZbbIAgCxe2CcY6twJZN+d/+K8mfw38exumxBxWd3kImyLCSWdHAuRnXjt4iIiKiwO9nZWXFkHGfsSx6FVfjrhKadI8tUdtxruFKrVovnrw0GAysnr+KTp4dsFPaIQgC/g4leVusyaolq3KVISUlBWtrG3ZqdnAn7SbhGWEc1B5AK0sjJtLyd2MVtv6ffcJdr7OcSf6TCE0YF5JPcMp2D6Mmjch6zYULF9DchCr2dZALmZ+p3rKvR8LVNK5fv/6S3ouutLQ0dqzaSmff1tgq1QiCQKBzaWqI5dm0ViqZ8iaQxsKWQdrCn0cODg6s3b6MHdt38c+JiwSX9aNLj2W4FPKWUo1Gw5aNWzn/9yU8i7sj6FQorJTZXuOhKsm1i8de0IOksISGhuInPHvqdnHBjdDQUJPUr6n99tv8snYZW9Zt4H5kFHV79KFJs6Y5bpPSp2qxt86+La+smzfrb+Zugi4qKoqyLiVoU7oufz04x7WUcIJ8gqmtrs/Fa4V3kFVRoVarWbJhKXt27uHcX2cp5l+Mxd0+y3Yw2L179/DGG41WS0JcPKJRxMHZER/Rh7u37tKwYUMzvgPT0Ol0qEQRG2X2f9sCPTzZd+OGmVJJCotCJccl0CnnF77IiYLLIpFInvLw8GDjnpVs2bSNq+dvUrNKWTp2GpljOZmClpiYyMa1m7h64RZuPo6oDW7IFNnXiLjKS3D94q1CzSV51q2rt/AUn92t54UvYWFhJtnp07JNS8oFl2Pzms1ExcfxQds+1K9f/6Wr4JKSkrA1qlHKso87Stj5cfzSyVzd/8GDBwQ7VaaSSw3+iTlJml5HeY9qVJbV4tbVO9A5T2/rteXi4sKanSvYtmU7l09fpUqwP5O7fo6zs3PWa0JDQ3HR+ZAqakiIS0BAwMnFEdcMH0JCQopETdDcio6OxlXuhFzI/ve2hLoYly/fNFMqSWGRxsKWQ5pAzQcbGxu6dutM127m+cmXkJBA7/c+wfVRWXwVZbmTEc6NB5epUTIFtc3Tej9RafeoVKWcWTJKnipVqhR/iBufab9vjKZrQIDJ7uvr68uQ4Z/n6hore1uSdFocVE8nUW/GRFAqMDBX/Xh4eBCjT8RV5UTHcs2y2o9FnKNspfK56utNYW1tTYdOHejQ6fmnm/r7+3M17hr+USWwFeyQIRCdHM0F8QKNA5sUctrCoVKpSJPJ0GakY6N8WsrgeuRjSpd//QbJkuz0OgMx16W6TxKJJbK3t+fDPr2gj3nu/+jRI/p0GoBnXBXcFWW5kn6HKw9PU7V0R6ysntZCjDHco3YVadxhboEVAzkvbCWYStnaHxGOv7+/ye4bEBDAl+O+fOXXOzg4oJFpyTBkoJQ/nUS9lxJGuWa5GwsXL16cKDECd5UXLYp3zGo/lrifFpVev4feBUGtVtOjZ3d69Hz+75cqVYpbyUtxjPBFhR0iEJEYyU3HiwwL6FWoWQuLu7s7sYYEDKIx2yRqaOoDylXK3RkVkqJHGgtbDmkLfxG2aO4SfCOqUtWuER6qYlSwr01N53fY/WAeGn0SoigSobnNA4e/6NW3R84dSkyqcuXKiH42HIo4S4ZBT4ZBz4GHp7Ep45Lrw5lM7aNhQ/jtyjGiUpIAuBMbyYqwS/QZ1D9X/VhbW9Ou13usCdtLcnoqoihyNeYOp7hN5+5dTBH9tefo6EhE8iMuaa4iQ4ZCUBCaFsa1pBu4uT27wvl1IAgCPQf0Z/rpv4lJTUEURa5FPmZtWAg9P7Ls02slBUPatiSRSJ7nl6mzKBX3DsF2dXFXFaOSQyP81RXZ/2ApOkMqRtFIWMoVElyv0rFTe3PHfeM1bNSQJO9oLiacwSgaSDPoOBy/l4qNgizqkC+5XE6vQR+wMWoLSenJiKLIncS7nJKdpWffF8zqvYCLiwv12r7NwYSd6AxajKKRq4kXiHQLo2WrFiZ6B683FxcXwrR3uG+8iVyQIxfk3DNeJ1xzD1dXV3PHMwlra2s69u7E+oc7SXnymepa3C3Oya/Rqbu0jPlNII2FLYO0ArUIO/rHXzSy7ZutrbF3R0KtJ3DbZxuJcUlUqBXIkjFzsm0BlpiHIAj8unA2C+fMZ+auLSAINOnYnDEDP32l6zMyMjh16hQ6nY6aNWuadItc0+bNUKlULJk9j4Q7sRQv5c/3i+YSkIeVsh8P7IeblwcrFq1GE51KxeqVmfvlAhQKBYcOHUIul1OrVq0cT82UZLp48SL1fd9BrpGzNGYlBtFAWecg2ri+x9/HT1rcZPzzGAwGzpw5Q1JSEtWrV3+l0ift33sPO3t7Zs5fQFJCPAHlApm2aJHJD/aSmJ+INPiTSCTPd/7UZRrbDs7W9m7xvqxPnsh1l/Wkpmqo0boqU0ctwM7u2dPYJYVLoVCwcN185vw8l7V/zEdppaTtkDb0/vjDV7pep9Nx6tQpDAYDtWvXRv2kLropdO/VHUdnR1bNW0FSfDKBVQKZPSpvn6lGTxzFmoC1bFq+hjRdGrVa12TRlwvQ6XQcPXoUtVpNzZo1Uf6rVJHk+c6ePUsDt3Zo0lLYlpB5PkNZt0rUtW7J2bNnad26tZkT5iw9PZ3Tp0/n6nPdRwM+xs3LnbULV6OJzfxMNW/kApyc8rG1W1IkSGNhyyG86kl1RUn16tXFs2fPmjuGyfXp0o9StxrjZPV01ZnemMFe5Tz2ndxhxmSSgnbt2jXGDRpBWbkHKpRc1N6nz4iBdOjUMeeLLdDB/QeZPm46pYylMWIkVBHKpJnfUKNmDXNHs3iXLl1i+ke/0NaxU7b2o3GHaDKxAe07WPYKm7CwMEb1H0hZaxuc5EpOx0bRpncvPpBWkhYJgiCcE0WxemHes5iilPiZ3dQ8Xz8msWuhZ5ZIzO1NGQu3b9KNqnHdUclts9p0hlQuuK5j64G1ZkwmKWinTp7im2GTKakvhSAKhCruMGrqSBq/08jc0fJk04YtzPtuEcXSAtEr0oixD+PnxdMIzGW5rDfR4cOHWTR4C2/bZp8oPa7ZxpD5PalTp46Zkr2aq1evMnbAKPz1vliJSq4b7tJvzADav6B8l8SySGPhN5u0ArUI6zO4Fz8Nmk9TRU/kMgWiKHJOs58Og9qYO5qkABmNRr4eMpL+Xk1xV2c+YWxhqM5PP82jeq0aFCv2bDF+S5aQkMD0sdP50KE3NorMGqvJGclM+GwiW45sllai5qBixYpo3VMJiwulhF1mvbDYtBjuWN9gavNvzZzu5URRZPznXzCkdDAlXTK3WHUyGvl21Vqq1a79Whb9l+SfQiXHLTAfK+5PFVwWiURiWXr168LKSbuppe6ETJBhFI2c1+2mVz+pTNDrRKvVMnHoJLqremetJNbq6/HDyGlU+/OtQj+4LL/u37/P/G+X0cF6IArrzFWn8doYRvQbw44jm196wJUE6tSpwzSnn4lJfoSbyhuASF04SS4R1KpVy8zpXs5oNDJu8Bh62rbHVZV5MFZjQ13mfT+fGm/XlHZWSZ5LGgtbDmkCtQhr1Kgh4aMesnTWbBz17iQRyzvd6tN/cD9zR5MUoCtXrlBMdMiaPAWwkitpYB/IH7v38tGnn5gxXe4dOXyEIGNw1uQpgL3SngCDP6dPn6ZBgwYFch+j0UhSUhL29vbI5fIC6dMSCILAzCW/MmbIWP4KO4wCJQYnPdNn/mTSrWwFITw8HLU2LWvyFEAuk9HGL4DdW7a+0gRqRkYGGo0GBwcHBEEwZVyJhdBrDURfTzJ3DIlEYoE6d+tE5KNoNq+Yhb3RnWQhmvc+bU3nru+ZO5qkAJ08eRJ/fWnslE/LMNgo1JQ1BHP48GHatWtnxnS5t2fHPsql10Bh83TLvrOVG/bJ7ly7do0KFSoUyH30ej0pKSk4ODi8VpOyVlZWzF75C6MGjSPtsYgoGlH7KZkz51eLH/NfvnwZr3RXXJ2cs9qs5EpqKCuxb9de+vbLeUdWeno6Op0Oe3t7aSz8hpDGwpZDmkAt4nr1eZ+u73fm8ePHuLq6Ymtrm/NFkiLFaDQie855b3JBhsFgMEOi/DEYDAjisz/sBQru/WxYvZ4Vc5ahNqhIEbR0+6QHvfr2em0GGV5eXizduISoqCj0ej3e3t5F4r0ZjUYUz8mpkMkw5vD/3mg0MvvnGRzdvQNHaytSkDHgy9E0eucdU8WVWAgRMJo7hEQisUiCIDDki4F8PKAP0dHRuLu7Y2Njk/OFkiLlhWNhUYbRUPR+QhgMBoTnvB8BGUZj/t+PKIosnreE9Ys3ozKoybDW8umXn9DhNTpIzd/fnw17VvP48WMEQcDT09PckV7Ji/7fy4Sc/y6np6fz4+SpnDp4ArVgjdFezshvx0ol0N4A0ljYcrw+j6LeYFZWVvj5+UmTp6+pChUqECbGkaBLyWozGI0cT75J0xbNzZgsbxo2asg12TUyjBlZbVq9lruyuwWy7Wb/vj/YNmMjA5x78olndwa7fcChuXvYtmVbvvu2NB4eHvj4+BSJyVMAPz8/4uQCj5MSs9qMopFd90No3q7tS6+d99uvpJ05xpwWdfmhSU2m1q3I0u8nc/XqVVPHllgAESHPXxKJ5PVnY2ODn5+fNHn6mqpduzZ3ZbfQGXRZbemGdK7Lr9KgYcHsXCpMLdo056byDEbx6cPjlIxEEmweUb58+Xz3v2bFGg7M/psu8oF0VH1Me+MnLJm4muPHjue7b0vj5eVVZCZPASpVqkS47DFJ6f//uc7AufQrNG3Z7KXXfj9+CvpjMYws0YshJbrygboZU4ZO4MGDB6aOLbEA0ljYMkgTqBKJhVMoFHz90xR+DdvJjnt/sz/sLNNubaJ1v274+/ubO16uubq6MmBcfxbHL+ZY9DGOxBxlWdJSRk8dVSBb0FfMWUZ79+ZYyTO3RSllCjp4vMua31fmu29J/giCwMTpPzH18llWXznPnhtXGf/XYcq3aEaVKlVeeJ3RaOTQ9m18WC0YmSxzEGCvsuajSmVYv3RxYcWXmJEo5v1LIpFIJEWbra0tI78fwarkRRyL/ZO/Yo6wImkhg8cPwMXFxdzxci0gIIBuQ9uzLe13zsUf5VTSAfYKS5gy65sC2YK+duFGGtm2QSHL3GxqLVfR0Loti2cuy3ffkvxRKBRM/Hkyi2LX8cejIxx5dJI5ESvoOKgLJUqUeOF1KSkpnD96lne8a2YtnHBWOfCOuiobV60rrPgSM5LGwpZB2sIveW0dP3ac5bOXERMdQ80GtejTvw9/7PmD3et3gSDQplsbuvfsjkJh+d8G1apXY80fWzl8+DA6rY4+9eri5eVl7lh51u69dtRtWJcjh48gV8iZ2Gg8jo6OBdJ3YnwiTs7Zi2zbKtVoE7QF0r8kf8qVK8eqXTs5evQoiQkJTKldGz8/v5dek56ejo1cQP6v+l0+TvZE3ogwZVyJBVCo5LgF5aNw/umCyyKRSCRFhSiK/LHvD1bOW0tyYjKNWjagR+9ubN2wjX1bD2BlbUW3vp1o/177IlEfs0mzJlSvWZ3Dfx7OPGC14WhcXV1zvtBC9e3XmxZtmnP8+F+o1TY0ajSxwHYTpmnSsbbKfiirk5UrMVExBdK/JH+q16jOuoMbOXLkCDqtjsH1Rub4uS4xMRFnhd0zu8481a6cfyCNhV930ljYclj+zJFEkgdbNmxh7feraeXcHBeVM5f3XqXJ/Hd4x6MRndw7AHBs5l+cP/kP0+fOMHPaV2Nra0vr1q3NHaPAuLq68l6ngj/kofxbFbl1/i7lnEtntd1LekDJcgEFfi9J3qhUKpo3f/XyE9bW1qC2JyYlFTe7px8u/r73kLfq1jdFRIkF0esMREmF8yUSiSRX5s9awP65J6hj0wJbuR1Xlpyl/vTGNHJuTxP7XmQY01k/fh9XL1zn6ylfmTvuK3F0dKR9h9enjqe3tzddunQu8H59A7yJuhOBh+rpie63k69Sre1bBX4vSd7Y2dnl6nOdl5cXcUIKWr0OG8XTyfFLiXeo0bCJKSJKLIg0FrYclv+4USLJJYPBwKJfFtLDszPuNm7IBTkuVi54az2pJq+KWmGDWmHDu55NiTj7kFu3bpk7sqQADfpyMPv0xzkbc5F4XQLnY6+wTXuAz7/+wtzRJHkkCAJDxnzFpGPnORv2kMikFHZcuc2eqBS69/rQ3PEkJiYibVuSSCSS3NBoNGxasp137bvhqHRGIVNiK9jjk1SOMmIVrGTW2CrsaWzfgRM7zxIVFWXuyJICNGryCA4Km7iZfInE9HguJZ3mosNRBnz+qbmjSfJILpczaOxQ5t/fws24UGK08fzx8AT3XRNo066NueNJTEwaC1sOaQXqC0RFRbFjy06SEpJp1LwBVapUKTIHteSVVqtl76693LkRSsVqwTRp2gSlUmnuWLkWGxuLvdEOK7lVVlt4ajjlrMqiTc2+jdvPWJwbN25QtmzZwo6Zb6IocvHiRY4e+BM7B3tat29vFQhZAAAgAElEQVRbpIqom0qxYsVYuGUJa5at5tCFs5RuUIb5fRfh7e1t7miSfKhVuzZT5i9h/fKl7H5wn0pvv8O87u/j4JCP7SySIkMa+0kkhS88PJydW3ej06bRvHUTgoODzR3J5JKTk9m5fTfh9x5S7e2qNGzYoEBqUha2+/fv44YPMuHpWplHmgeUIBBNqhYnJycg8wGlp7EEd+7cwcPDw1xx88xoNHL69GlOHDqBm7c7bdq3LpI1UQtaYGAgi7f/zvIFK7ly4zCValTg675LpT+bIu7dli0oXsKPtYtX8U/kA+q+V5+xXTqhUqlyvlhS5EljYcsgTaA+x/Fjx5k8dCrB6TVQC3Z8t3IGwS1LMemHia/tJGpkZCQfdxmAV2wZ3PBl7dq9LPZbxqJ187G3tzd3vFxxcnIiyZiMUTRmDRzdVW5czrhKNVX2rSvR8liKFStmjpj5IooiU8ZP4v6RS9RyKEWSXseApesZ8f146jWUtjR7eHgwbOTn5o4hKWABAQGM+WayuWNICplCJcctMB8T5WcLLotE8qbYuX0Xv3w9n1JpNVFgxb5lk2jRux7DRn5m7mgmExISwoD3h+GVUAlH3Dm9egNLg1ewcNU8rKyscu7Agnh6ehIvRiGKYtZnFxeVO9e5TpCqYrbXxske4+vra46Y+WI0Ghk+YARxZxMpJwvmsuEGa+eu4/sF31G5cmVzxzM7X19fxn4z2twxJAUsODiYyT99Z+4YkkImjYUthzSB+i8Gg4HvRv1AB+VHqG0ya+2VpQK79qzmbJez1KhRw8wJTWPaN9OpFNeYknaBAAQQxKXQkyycs5gvRg8zc7rcsbKyolW3VuxcvYcW7s2wkluhVqi5zk3eklfFQ/RARORi/CUyfDOoWrWquSPn2vnz53lw5BIDy7bIGhhXSy/DTxOmUPvgriJxMJZEIpG8isKo+yQIQgvgV0AOLBRFceq/ft8aWA5UA2KBbqIo3hMEwQr4HagOGIFhoige/te124EAURQr/Kv9S+BHwF0URelkD4nF0Gg0/PzNHN5VDkRpnTlxGCBWZM/yRbTt1JqAgNezpvjEkVN4K6Uj7naZD9ZLEsy5S/tZv2YDvXr3NHO63HF2dqZGs6r8vXM/Ne3eQSFTYKdw5IbVaSorq+EiuiBi5FLqSYrXcn/p6d+Wav8f+0k+o6GdS6estnLpQUwaPplNBza+toteJBLJm0caC1sOqQbqv9y+fRtnnQdqRfZTEAOpysFdf5op1VPp6en8888/XLt2DbEAC1pcPnOVEupy2dqC7arx556jBXaPwjTw80HU7l+PxakrmR29gNNe51nzx1qM7wjMjpvPnLgFZDQUmb1sTpEcYB3ee4A6TmWzZbezssFP4SLVdJWYzP379zlz5gyJiYnmjiJ5w4j5+MqJIAhyYDbQEggGegiC8O+9yh8D8aIolgZ+Bn540t4PQBTFikAzYLogPN0zKwjCe0DKc+5Z/Mnr779CRImkUF24cAGP9NIoZU9XXcoEGX5plTl88IgZk2XSarWcO3eO27dvF9hYOD09nUd3Y3BXZd+VFGhTk71bDxXIPQrbhP+Mo+onAWyRzWNdxkxi37rJ5j/Xom8UwQbDb2wS51Csix0/zZlm7qh5cmD7QSpZZ99Z5mTljDxJKdV0lZhMSEgIZ8+eJTU11dxRJG8YaSxsGaRlav+iVqtJQ/dMu86owdPR0QyJnvrz0GEmj/4R27TiGGTpyF2TmLNkBn5+fvnuW66UYdDrUQhPa56mGbXYqItmTRWZTEaffn3o069PtvZq1aqZJ1ABU9vbkaKPeKZdY0hDrVabIZHkdabRaPjq88/R3LtPMTs7foqPo2nnTvQbPNjc0SRvAJHMx9kmVBO4I4piCIAgCGuB9sC1/3tNe+CbJ/+9EZglZD7BCgYOAoiiGCUIQgKZT+BPC4JgBwwHPgXW/+uePwOjgG2meEMSSX7Y2Niglz87Fk6XabFzsDNDoqe2bNrGr9/Nx0FfgnQhBQc/kVmLpue7fqdcLscg6LNteQfQGTTY2du+5ErLpVAoGDJ8MEOGZ/9Z/dbc1+MkdjsHO7QGzTPtaaJOqgkpKXBxcXF8OWA4GQ+0OMsdCNWH02tIb7r16m7uaJI3gDQWthzSCtR/8fPzw7q4jAepIVltaQYdlxUnad+5ndlyRUVFMeGLH6li/IgKqvZUtuqCT3QLBn00okCevrfq/C7/aJ6uKhBFkVPa/XT7qHO++5YUvLbvtedQwjW0GWlZbbfjwtG7WFOyZEnzBZO8lqZP+Y6q2jQm1qnPx5Wq8lODxlzZvpMjhw+bO5rkDWHKp+6AL/Dg/34d/qTtua8RRVEPJAKuwEWgvSAICkEQ/Mnc1lT8yTXfAtOBbJ/wBUFoBzwURfHiq8WTSApX5cqV0TpHE5v2KKtNo0/mgc0Fmr/bzGy57ty5w6/fLKWm0J8K1m15y6oH9iE1+WLgmHz3LZfLqdu0Jjc1p7LajKKBi4b99PhYGgtbos4fdOLvjGNkGDOy2m4mXaN4hWI4mnnRi+T1M2H4OKpGl6aPdyfaezRjiNcHbPp1LZcvXzZ3NMkbQhoLWwZpBepz/LzgJz7/eAQXH57ABluiFOGM+GEoxYsXz/liE9m1Yw+eadWwtn66utBF5cuDaDuuX7+e75NRBwztz4QHk9h25HdcRC+ihHCa9GhAx04d8htdYgK+vr4MmjSSH779kQArd1INaeic5Eyb96u5o0leM0ajkfN//UXfRk2z2mSCjO6BwWxYtZqGjRqZL5zkjaBQyXEPylfhfDdBEP6/fP58URTn/9+vn1fH5d/jzRe9ZjEQRGZ5/jDgBKAXBKEKUFoUxS8EQSiZ1YkgqIFxQPPcvg2JpLDIZDJ+WzKdzz8ZiSzGHjlKkmwe8d0vE7JObzeHjWu2UTyjDgrV091SnurSnL57jMjISDw9PfPV/1eTRvFl7BgO/LMQe6M7cfL7dB3cnoYNG+Q3usQEypcvzwdje7Jo+gJ8xeIkiYnYlVIz45fp5o4mec0kJiYScT2cjr6Ns9oUMgWN7WqzaeVGKv5Q8SVXSyT5J42FLYc0gfocnp6erN6xgtDQUJKTkwkKCjL76ZspyakosHmmXS6q0Ome3WaVW0qlku9/mUJUVBTh4eH4+/tja2vLT1NmsH/bQUQDlK4YwFffjTbrRLLkqabNm9GgUUOuX7+OnZ0dAQEBz9RzNRqNLJ73O3s2bkIwGHEr5ssXE76mXLlyL+hV8jrZv+8PFv48l7QkDVb2NnzyxUCat3g3V30YDAYUgvDM3y1bK2s0MY8LMq5E8lx6nYHI/BXOjxFFsfpLfj+cp0/KAYoB/66R8r/XhAuCoAAcgTgxcwvIF/97kSAIJ4DbQEOgmiAI98gca3kIgnAY+AzwBy4++Z4qBvwjCEJNURSlbyiJxfD392frgQ3cunWL9PR0goKCzH5AZUpSCkq56zPtCqzRarX57l+tVjNn8UwiIiKIjIykdOnSyGQyJoyezPH9JxGNIpVrVWDclFG4u7vn+36S/OvcrROt27Xi5s2buLi4PLesWXp6OrOm/8aBbfvBKOIfFMDob8cWSAk0ieXbtH4zy2cvJy0lHQd3B4Z9/Rl169XNVR9paWmo5NbPtNsoVGhSisS5N5IiThoLWw5pAvUFBEGwqFNGm7V4hy0LJ1BCrJw1kZFu0JJifZ8KFSrkcPWr8/DwyKoj9eXg0WgOy+lmPwSZUs6DCyH07zaYDfvXYGtbNOtBvW6srKyoXLnyC3//12k/kvrXWabWaIyVXMH9+FjG9R/E7HWr871SQ2LZjh4+wtJvfqO/fwvsvdSkpGtYNGk2VtbWNGrc6JX7USqVuPn5cScmmtJuTz8w7g+5Q6P32psguUSSnQgU4JmJz3MGKPNk29FDoDvw/r9esx3oDfwNdAYOiaIoPnmKLoiimCoIQjNAL4riNTJrRs0FePLUfacoio2e9JVVrPHJoLJ6UTl5VPJmEQTBoh64tuzQlG93L8SLUlltmoxERPvkAp0M8/HxwcfHB4C+3fphdakkrdRDEeQC949e55Pug9i0b43ZJ5QlmWxsbKhSpcoLf3/iqAlwSsdnHn2RC3Lu3X/AZ70GsXLXGuzt7QsxqaSwbd6whQ3fbaaT4weoHFQkJifw/ZBp/Gf5t1SqVOmV+3F3d8fgADHaONxsXLLaTydfpGP7fw8XJJKCJ42FLYdUA7WICAwMpMX7tTmjW8a9pAvcTTrJWf1ixn8/wiSrY6Oiorhx4g41HBoiE+QAFLcNoERSMLt27C7w+0nyLi0tDYPB8Ey7Vqvlrz376FnhLazkmYN8P2dX2nuXZOOqNYUdU1LIlsxaQC+/JthbZZb9sLNS08vvHZb9tgCDwUBaWloOPTw1+tvJzL51jU3XLnMq7B5z/znDHVsb3uvSxVTxX8hoNKLT6Qrs5OXCJIoiWq22SGY3N2M+vnLypI7TEGAfcB1YL4riVUEQJj+p0QSwCHAVBOEOmcXw/1d00YPMp+bXgdHAB/l8qxKJ5AXq1KlD5Xd9OatdTVjSJW4nH+eCbCXf/TwemazgP9LcvHmTuOvplLOtgUyQIQgCJWyDsXnkzdGjRwv8fpK80+l0GI3P/osfHR3Nrb+v09ijHvInn2dKOhSnQkZZdm7bWdgxJYVs+ewVtHLogEqeeaiYo5UTTa1bsfDXRej1etLT01+pH0EQmDB9EisTtnEk8iQXY66xOmIb6recadK0iSnfwnP9byxcFBmNRmksnEfSWNgyFPqjU0EQigPLAS8y/3/OF0XxV0EQXIB1QEngHtBVFMX4Jyd7/Qq0IrP4bB9RFP8p7NyWYNRXw2n33g3+2HMQO3tv2rQbnO9TR18kIiICF/HZvp1ED3Zu2sn+rQdQ26np2rczdevmbhuEJUlOTmb9qnX8fehvPH096dmvV77ryRaW27dvM238NyRERJJhNFKjUT2GjxuLjU1mqYf4+HjcbdTIhOwfKko6ubIrJOR5XVo8URQ5dvQYG5ZtRqdJo1Xn5rTt0FZaBfIciTFxuJXMfoiCi8qB6+eu0LHBu1gJMuw8XBg1ZUKOf+dLlCjB0q1b2bt7N4/u3+fdGh9St25dk3xgfRGj0cjCOfPYvWEzNsgQbVV8NnYUdevXK7QM+bFhzXpW/74EpV6GXgl9P+9P2/bmO5iwKFGq5Hjmp+7TuZxfIoribmD3v9om/N9/64BnnhiIongPeOkSvSevee5WEVEUS+acTvK6kcbCeSMIAlOnf8ulS5c4tP8obu6+tG47AhcXl5wvzoOHDx9ir/eAf61TsElzZt3KDSyfswYXd2c+7P/+S1dAWrq4uDhWLVnNPycu4FeqOL0HfGBRu/Be5sKFC/wwbiqaKA3pQjpN2jdl2KhhKJWZdXIfP36Mh+LZsg/eVp7cv3OvkNMWDFEU2bd3H1tWZU4Ad3i/Ne+2eLdQx2RFRVpKGir77CXwPKy9WLp/Hm1qt0WBHI8ATyZMG5/jIbzly5dn5d617Nm5m5jH0Qxs+AXVqlV7psSVKWVkZPDrtF85uO0ASlGJnacdo78b89LdiJZCFEUW/76YjUs2odBbIXeQMWz8UBq/08jc0YoEaSxsOcwx66AHRoii+I8gCPbAOUEQ9gN9gIOiKE4VBGEMmTPao4GWQJknX7XIXAZcywy5LUJgYCCBgYEmv09AQABRsnCMojFrAs4oGtkZsZrKuqpUca+PzqDl54GzuTHwBh8P/NjkmQpaamoqH3XpS7n4AJo61iP2cRxfHR3NZ1M/p0mzwn+amBuJiYmM7jeIwQG18KteHVEUOXDtGhNHjmbarJlAZjmGyDQd6QZ91gpUgIvREVRoY75TdPNjzi9zObjwb6or38FaZs3WiX+yf9chZi+eWagDmKKgeKmShMU9ooSjd1bb2duXsM0Q+LZiR2SCjMcpcYzr/zm/b1qZ48MYtVrNe53NdxLxwjnzuL/zMN9XbYFCJidBl8r0r77BdcGsQvk3MT92btvBvllrGVGqHSqFFdqMNBb8sBAHBwca5qKcwpsqQ2fgcf7qPkkklkYaC+eRIAhUrly5UCYMAgMDiVHOQRTFrDGG3pjBsajN1DjUhIpOjUm5kcCYo1PoP/kDOnYqemVtYmJi6N3hY8rE1aCKzbtE3XzEwD+G8f2iSbxV7S1zx3uphw8f8vWn4+hq/x6uHi4YRSOHtx1jmu4Hxn37NZBZyzdc/zjb5xmAO2n3aF6jrbmi58ukr6ZwcesDghX1EQSBBee28tfhU0yZ9o25o1kcJ08nEuLjcbJ2zmo7cfs4rrjxqfNABEEg4uFDhvT8jPX716FWq1/SGzg6OtK9Zw9Tx36hH76ZSvz+WAa59UMmyIjVxvHVJ2NZsG1hVtkRS7V04TKOzzvJh06fopApSc1I4efhv+C63CVX5RTeVNJY2HIU+qMqURQf/e+puSiKyWQuEfYF2gPLnrxsGfC/49/bA8vFTCcBJ0EQvJGYlIODA216tWBv0joS0mNJM+jY9Wgt7oIHLX064mztire6GB2c3mfDgi0kJyebO3KubVi7gTIJJannURsna0dKOfrzgXs3Zk759bnbgCzJjq3baORYDD+nzKfqgiDQrGR5Hl+9TWRkJAAKhYJeA/vz45mjPEiII02v58+QmxxPjadD507mjJ8ncXFxbF+2l5Z27+Op8sHJypUG9q2JPafh3LlXeKz2hhk0ahgrHx/hRmwYeqOBa1EhLLi9i2Fvt8/6EOFl50Izx7Js3bDJzGlfzmg0snvDZnoG1kQhy9yC56SypUeJyqxZtNS84V7B6vnL6FmyMSpF5jImG6U17/s1ZPmcRWZOVjSImHbbkkRS2KSxcNHg4+NDrZaV+Dt1Gyn6RHSGVHY/XkRJeSXquLfCXumEt01Jmqv6MGfqAjIyMswdOdeWzFtGubjaVHSogZ3SgQC7cjSX9WDahBnmjpajdSvWUVdeC1dV5gpkmSCjsVsD/t73NxqNBgA7Ozva9GrP2oitxOri0OnTOBZ5kiiPBJo2a2rO+HkSFhbGyV2XqavuhIu1J85WHtRRv8c/e28QUkR3l5nS5+OHsl2zngepYeiNeq7EXGJ/yi66l3k/66GIj60vZXXl2Ltrr5nTvlxqaiqn9p+isVuDrHG8q8qFOvJarF+53szpcrZxySaaO7VGIctcHW6rtKOx9bssnb0shyslII2FLYlZ1/o/KSZbFTgFeIqi+AgyB5Y8LSzrCzz4v8vCn7T9u69PBUE4KwjC2ejoaFPGfmMM/mIQn8zowaWSBzngtAbrKhnULdYIQfZ0pZ9MkFNMKMGtW7fMmDRvzh09Q7Bd9tXmtko1NunWJCQkmCnVq3l0/wG+tk7PtHvZ2BMVFZX16/e6dqH35PGs18Uw6fppEqsFM3f1Suzs7AozboG4ceMGPsaAZ0oSFM8ow9m/pQnUfytXrhwzVs3lVlkdv0Tt4qx3DBXKlMbf2Svb67xtnXkUFm6mlK8mPT0dtSDPmjz9L3v3HV/T/cdx/HXuzb3ZexkRInbNiC323rS2VlFbUTqMooqiWq3Z1h4tNapVau/VIvYWIYmICLLnvbn3/P6IX0iDlCTOTfJ99pFH+eaec98k7v3ke77n8/2/onZO3L979wVHmY7EuHhszTOuanC2tCfq0WOFEuU9omgU8itRC5u2KV99Tq/pzbnuuZ2z7puwryBRs2jDDI/RqLTYpboSGmra76XPc/LIaUrbvJVhzEHrTOS9aJNfTBB25x5uFq4ZxiRJwl5tl6GOHzRiEL1mvM8Bx5OsM26laG9vlq5flit7SOS2ixcv4ppUKsNdV5Ik4ZJYiosXLyqYzDTVql2Lr9fN4l7VQH7TrCXCJ5iaJX1xsXDJ8DgnlTOhQab97zc6Ohp7tX2mO+7cLFy5d8e0sxuNRowpxvTJ0/9ztXAjLOTfG70LLyJqYdOgWONASZJsgN+A0bIsx77k9tvnfSJT12FZlpcASwB8fX1FV+IcIEkSLVu1pGWrlgBsWL+REzMzt9yK4jGurq6Zxk1doWKFibj1EBfLp72RjLKReGOCyU8wVqtdk8MnllO50NNdZ1ONBgLjI/H29s7w2Hr161Ovft7oE/kybm5uxKoyTzhFqx5TuFh5BRKZvpIlSzLt21lA2iRkt6Zt0RtS0Tzb0iEqhKo9OisV8T8xNzfHaGVOdHICDhbW6eNnwoOo2rC2gsn+Gw8vT4Jjwilu/3Ty+vrjYMpUyhv9lk2BeFMX8iNRC5s+lUpFl3c60+WdtPfJhd8t4tpPjyhMifTHyLJMnByZa71Yc1Nhj8JEPoigkGWx9LFUox61hWTyPTWr+/ly9twpClk9fW9NNqQQo4rF3d09fUySJFq0bEGLli2UiJmj3N3dSTKPyjSeZBGZa/ti5HUVKlRg7pJvAYiNjaVnk16ZWjrcNgYyoG4/pSL+J4UKFSJaiibFkIK52jx9/GZSAL71Tbuji0qlws7Nlui4KBy0T9sp3Ii9SvXm1RVMlreIN3XToMg7oyRJGtIKxl9kWd7yZPjB/29HevL//y+jCwWKPXO4ByAuVSigTbvWBFhfISLpPpBWMF6MOYtrBSc8PT2zONr09Ozfi0O6E8To0vqJGGUj+yIO07B9I5O/Kt2ocWPCHTRsuXmGyMR4gqIeMvf8ATr365Nl/568qlSpUtiW1nIj/kL6zo3hSaGE2d/IF0VxbtNqtbw3YhDzru7iTlQ40cnx7LxzlkDrZNq0baN0vJeSJIkPx3/Kt5cOcTUilJjkRA4EXWV/Qhg93+ujdLwsjZz4MWvuH+bCg1vE6xI5E36D3yJPMezjkUpHyxPMnjTOf90PQTBFohbOm97p+TY3rf4mRpd2QdcoG7mYcAyfRpWwt7fP4mjTM2BkX44bdpCUmgBAqjGVowl/0fX9Lgony1rHLh0Jcb7H8Yd/E6eLIzguhHURGxjy6VDUanXWJ8iDfH19SS38mLuJT+/8C00MQOf+kNq1Tf+CstLs7Ozo0Lc9mx9uJDwxnGhdNPsf7sWsnIo6deooHe+l1Go1gz8dwi8RGwiJu0ucLo7jD/8mxDmMDl1Mv//yx1PH8nvCBgJjA0jQx3M+8gznbU7Tb8j7SkfLE0QtbDqk/09EvLEnTLu8vhqIlGV59DPjc4DHzzTOd5Jl+VNJktoCI0jbebQWMF+W5Zovew5fX1/Z398/9/4QBVhgYCBfjP2SB4ERGCQjNRtXZ+KMCSa/YvNFTv5zkm8mf40hxkAKKTTt2IyRn47KE7u6p6SksHnDRo7u2outvR2d3+1F3bp1lY6VLTqdjtDQUJycnHBwyNyiIDY2li/HTefC31dQY4Z7SWemfjs5y50zhaf8/f3ZsGItMZFR1G/RmHd6dM8zk+7Xr19n3bKV3L8bStU6tejV910cHR2zPtAEhISEsHbpKm5fC6Bs5Qq8O/B9ChfOey0MJUk6I8uy75t8Tje1t9zdYvZrH78wsesbzywILyNq4bztwoULfPnpTKLuxmE0S6VJ+waMm/KJyV98f5G9u/cyb/oiiFejM0umy3sdGDR8oMmvQAWIj49n/dr1nNh3HJdCrvQe2JuqVasqHStbkpOTCQsLw9XVFVtb20yff/jwIZM+nsqtC8GAhFdFD2bM/UKsQH0FRw4fYePKTSQlJNG8UzO6dO2SZ/79njt3jl+W/sLjB4+o39yP7n2655mfwwMCAlj9wxpCbt/Fp2413h3QB2dn56wPNDGiFi7YlJhArQ8cBS7xtCXDBNJ6P20EPIEQoKssy5FPisyFQCsgEegny/JLK0JRNOaeM/5n+GLsNLRxluiNOlzKODB70aw8eQv//8myTGJiIhYWFvn2inVe8PvmP/jp62U4GlyJlaOo5FeBqV9PwdzcPNNjdTodBoMBS0tLBZIKQsGlVNHYzWLWax+/KLGbKBoFkyJq4bzt4IFDzJrwLRZJDiQTT8lqHsyePwM7u7y7yuf/tbClpWWemDjNr1YuXc0vP27CwehODI9o2K4247/49Lk/n6SkpAA8t04WBCH3iFq4YHvjy+xkWT7G83s5ATR9zuNlYHiuhhL+k8jISCYOmUInTR9sbdJuUwq6dYvRA8bwy59rFU73+iRJwtraOusHCrnm/PnzrJj6M11tBqHRpF0BPnPwGLOnzmHyV59nenxeuUosCELOEH2fhPxE1MJ5V3BwMF+NnksLswFYaNPu3gg4dZ5xoz5n8cr5Cqd7faIWVt6+vfvY8t0+2loNR2WmRpZlTm/exRLXpQwdOSTT48XEqSAULKIWNg3iEqPwn23f+hflU6phq3na46mETSn0oTKBgYEKJhPyup9/WkcddTM0qqcTo9Vs6nJ899/o9XoFkwmCYArEzqOCIJiCjT//RnldfSzUT1vflLauyp1zYURGRiqYTMjr1vywnhqaNqiktNWmkiThY9WMP9b9pXAyQRBMgaiFTYPpN3oUTEbUwyhsVJl78dhgR0xMjAKJcseRQ4dZMf8nYiOjKexZlKGfjqJixYpKx8rXoh9HU1yTcfMFlaTCzKhFp9Oh0WgUSib8355du1m7eCVxUbEUL+PFiHGjKV26tNKxhALAzEJNoew0wD+Tc1kEQSjYIh9GYW1WLNO4BdbExsbi5OSkQKqct2P7DlYvXEN8TALeFUoyeuIoSpYsqXSsfC06KgYbs4y1sJlKg0En1p2ZAlmW+X3T76xb+itJ8cmUr1aO0RNG4uHhoXQ0oQAQtbDpEBOown/m16w+X6/7nnJUSh/TG/WEqYOpUKGCgslyzv69+1g55Xv6lmiCs7cdd2MjmDxoLLNWLaBMmTJKx8u3GrT24+9vzlFH2yR9LEr3GJtCluKWMhPwx6Yt/P7tL/Qs2hT7YrbcCb/H2PdGsGjjMooVy/yDpCDkJH2ygfvXYpWOIQiCQKPWfqzcs5UilEgfSzIkkGwVjaenp3LBctDGXzay5euttLLvhNJOI/kAACAASURBVK2VLSGXgxjRYyTL/lhCkSJFlI6XbzVsUY8bq89RwbZG+lh4UjBeVfLH91Vet2zRMg4t+ZtWtt2w1FgR9M8tBncbxtrtq/LNhRPBdIla2HSIW/iF/6xatWqUaFiUHdGbCI4P5HrMZTbHrWTouEFYWFgoHS9HLP/+BwaUbI6zZdoVnmJ2bnR3r8Py+T8qnCx/69rjHWK873M0bjf3EoO5GHuaHcb1TJw9TuloBZ4sy6xetIL3PFtjb562At3LvihtbWux5qeVCqcTCgpZkl/7QxAEIac0a9YUe184nrCVsMQ73Iw/z17DSsZ9NTZfbL5kNBpZvWgtHRzfwVaT9p7vaVOCWoZ6rF2ad/c7yAs+GNaf8KLnOZdwkPCkYC7H/c1Z621MmP6J0tEKPJ1Ox+ZVf9DaoQtWZtZIkoSXbWnKx/uw8eeNSscTCghRC5sGsQJV+M8kSeKr72Zw/Phx9m7dj629Nd/1+Dpf3cabFB2PfaGMKx5LORZl8w2x7j03WVpasmrzcnbu2MWpw6fxKl6YT3oux93dXeloBZ5Op0Otk7Ewy7hZgZe9B/9cPaJQKqGgEf2bBEEwBWq1msUr53PgwEEO7TxKSXcnPum5MN+sPk1MTESj16K1zLhZp6e1F8cu71MoVcFgb2/P+m2r2bb1L87/c5Fa5Uswu9uHYnWjCXj06BH2OKb3p/2/YpYluH7xokKphIJG1MKmQUygCq9EpVLh5+eHn5+f0lFyhZWjLTEpCdibP51EDYgMxbu8uH0/t2m1Wjp26kDHTh2UjiI8Q6vVYtBKJKWmYPnMJGpgdAila5dVMJlQUGgs1BQub5/1A1/EP+eyCIIgqNVqmjdvRvPmzZSOkuOsrKzQa3WkGFIwVz99zw9OuE3ZSqIWzm1WVlZ079mV7j27Kh1FeIaLiwtxqigMsgH1M5OooclBlK9aTsFkQkEhamHTISZQBeEZA8cOZ8mEb+hbojGuVg4Ex4Sz4cHffD1nkdLRBEERkiTRb9RAVs9aRfeizXAwt+V2TCg7E/xZPHiZ0vGEAkCXbODetfyzUaEgCIKpUqlU9PuwLxtnbqKVXXtsNXYExd/hlOYEywcuVTqeIChCq9XStf/b7Fi0mSa2bbAysyEw7gZXrc8yvtdIpeMJBYCohU2HmEDNpuDgYK5du0bRokWpWLEikiQpHSlHpaamcurUKRISEqhRowYODg5KR8qWxMRETp48CUDt2rWxtLTM8PlGjRuj/cacFfN+JDLwEcW8izNz+vx81aZAEF5Vh84dsbGzZc3C5UTfi6JUhTJ8v3Cx2HlUeGNkRP8mQTBVAQEBBAYGUrJkyXy54WZKSgonT54kNTWVmjVrYmNjo3SkbImNjeXUqVOYm5tTq1YttNqMt+u/0+Md7BztWbVgNbFRMZT1KcvicQspXLiwQokFQXn9BvfDpZALP/+wjoS4RCo3qMTSz34ULRaEN0bUwqZBkuX894Xw9fWV/f1zd52y0Whk4tjJXD54C/fkEsSYR2DhLbN49XxsbW1z9bnflJs3b/LxBx9TJKkwFrIlAQTQd0xfuvXqpnS013LsyBHmTpqKj70byDJn4x4ydtpU6vnVVzqaIAhCniBJ0hlZln3f5HO6qL3ldpZfvfbxqxN6vPHMgqC0N1EL63Q6Rg/5hBD/xzimFCPaPJQiVe2Zv/RbzM3Nsz5BHnD2zFnGD51MoURv1LIZd82v88lXo2jRqoXS0V7L9q3b+WH6IsqpS6FHz231XWb+OItKlSopHU0QBCFPELVwwSZWoL6m3zZtIWRXNO3s+sOTGvHa9TPMnvoN07+Zqmy4HGA0Ghk3dBwdpQ64OrsC4Gesz5pv1lCjTg28vLwUTvhq4uPj+fbzL/jCpwm25hYAtE9JYurnU6i2cxtWVlYKJxQEQRCeTxZX3QXBBC1ZvIzYE5Y0snkPnixivHjqMD8uWMqoj0coGy4H6HQ6xg+bTMvUvthYp/We8zE0ZM64+VSvUR1nZ2eFE76a8PBwfpq2mCHu76FVp33BolKimTh8PFsO/IGZmfixUBAEwTSJWthUiHfK17Rl7Z/UsMq42U05Gx82H5ynUKKcFRAQgF28La6OruljGpWG6mpfdvyxg+EfDVcw3as7duwYdRwLpU+eAtiaW+Jr58axY8do0ULZlQSyLBMbG4ulpWWmW6kEQRAKMo2FmiKicb4gmJydW/bhZ9U/w1gFq7rs/D1/TKD6+/vjluiFjdXT1x+t2oKS8VU5sO8AXbvnrY1+9u7aQ3V15fTJUwBHcweKxLpz8eJFfHx8FEyXtngjNjYWGxsbMZkrCILwDFELmw7x7vSajAYDKtSZP5FPLgwYDAYkMvdzVSFhSDUokCh7jEYjalSZxs1UEkajUYFETx07eoy5X3yLOkEiUU6iUbvGfDR+jCgeBUEQSGucHyoa5wuCyTEajEhSxtpKklTIxvxRDBuNRiT5ObWwLGEw5L1a+MW1vUrxP8/O7TtZOPNHzJLMSVIl0KlPO4aMHIxKlbl2FwRBKGhELWw6xLvSa2rXvTXnE49lGAuMv0LVOvmjh1C5cuV4bB5JdEp0+phRNnLWcI5WHVspmOz11KtXjxNRYSTr9eljSXodJ6PCqVu3rmK5AgICmPPRLHppOvGBW29GuPXnwV93+W7mXMUyCYIgmBpZev0PQRByR7P2jbiecDLD2M2E0zRt20ChRDnL19eXcItAkgwJ6WOpRj2BFudp3LSxgsleT7OWzTlruESqMTV9LE4XT4h0jypVqiiW6/Tp0ywat5z2+v50Mh9Ad7Ph/L30IquWrlYskyAIgqkRtbBpEEvcXlOP3t3558gp9pxZh1tSCWK0EaR4PGbptB+UjpYjVCoV0xZMY/zgcZSJK4uFwZyrqmu0H9A+T+6wam9vz8BxnzBp5tf4OXsgA8ci7zFkwmfY2dkplmvd8l9oalkfW23ajq4qSUVT1wYs3L6CUZ+NFrfzC4IgAMb8cnuHIOQjQ0cOYrD/CI7f2IhDUjFiLcMwL5fM8I8WKx0tR1hYWDDp23F8+dEsiidUQm1Uc8fiEoMn9sPd3V3peK/Mw8OD7iN78dP8NVRSlUeHnqvSTSbP+0LRenPlwrX4adpirk5rs6WS1PjZtGHTqiX0H9xPsVyCIAimRNTCpkFMoL4mjUbDwuXzuHz5MleuXKFYsebUqVMnX91qUqVKFTYf+I1Dhw6RmJDIyHqjKFKkiNKxXlurNq2pWbsWRw4fBuD9Ro1wdHRUNNOD0HBKW1bPMKaSVFhLliQmJooJ1HxOp9OxdsVadm3ZjZnGjM59OvNO97fz1euIkD2hoaEsnf8Tl89cpGjxYvQf+QFVq1ZVOtYbpbFQUzQ7fZ9O51wWQRCesrKyYs2m5Zw9e5aAgAC8vdvg6+uLJOWf5S5+Df347VAVDh06hF6np0HD0bi6umZ9oInq9V4vmrZsyrGjxzC3MGdKoxnY2NgomulB2AOqal0yjGlUWgzJRmRZzlffT0JmCQkJrPhpJfu3H8baxooeH3SlXfu24usupLt16xY/zl1CwNVbeJctyeAxAylbtqzSsd4oUQubDjGBmg2SJFGpUiUqVcoft+0/j5WVFW3atFE6Ro5xcnKiU+fOSsdIV6NRLa4su0wDi6dtBOL1CaRaGbG3z8aLpGDyZFlm+PsjsL5mR2eHbqSmpLJv9gEunb3EtDlfKh1PMAH37t1jePeBtLKoTWOnroTdj2D6wM8Z9c1n+DX0UzreG6NLNnBX9H0SBJMkSRLVq1enevXqWT84j7Kzs6NDhw5ZPzCPcHd35+133lY6RrpaDWpw89dLvGX39HsoMuUhrsVcxCRaPqfX6+nfbSBOt0vT1KYvydGJrB73O4HXbzP605FKxxNMwI0bNxjVcywN5DZ0tW5M6OkgRnX/mDlrv8rXczD/Jmph0yGWOQmCgrr17EaAQzBHIk7wODmKG1EBrH24kY+mjBVFYz535swZdDdT8XNuhLnaAmuNDS1d2nLl4FVCQ0OVjieYgBWLl9HCohZvOZdGJanwsC1E3yLtWTx7vtLR3jg5G/8JgiAIpmvAsH5cdzzJhbiTxOiiuBl3mb1s4NNpY5SOJuSy/fv2Yx7sRhW7emhUWmw1DjSx6crO9fuJiRGTRQIsmLmIJlIHituURJIkill70VLThXkzFiod7Y0TtbBpEBOogqAga2trVv62Gu8Bb3HU9TSRdZP4et3cArW6rKC6cukqHqmemcaLGotx8+ZNBRIJV69eZf6c+SxZtMQkJrGvnL1EOceSGcbszW1JeByHLBesYsiYjQ9BEATBdDk7O7N22ypKf+DKldKHsOmsY8kfixTd2Ep4My6evkxhOWOdo5JUuBg9CAoKUiZUASbLMmfPnuW72fNYvmQFERERSkfizs0gilpl/HnJzaIw94PuK5RIOaIWNg3iFn5BUJi1tTX9B/an/8D+SkcR3qDiXp6cUP+TafyRKgIPDw8FEhVs38/+nuMbjlNFVZWH8mOGLB/CsC+H0aadci1MPEuWIORWGN72TwvHpNRk1FaaArVCXQZx9VwQBCEfc3R0ZPjooUrHEN4wr7IluCn740W5DONRUjiFCxdWKFXBJMsykz79gqu7gihpqMwtOZRfF/fni4XjqVe/nmK5XAu78vjuQ5zNn/aejtFFY++q3CbQShC1sOkQE6iCIAgK8PPzY6HLIq5FXqGcXQVkZM5F+2Nb1oYyZcooHa9AuXXrFkc2HOVd53dRSWk3ZlQyVGTB1AU0atIIKysrRXL1GzGACX3H8K62HS6WjiTqk9gYtps+Y/oqkkcpWgs1HhUcXv8Ep3IuiyAIgiAIOaNt+zasXLCWu9GeFLMuhUE2cC7+MG81LY2bm5vS8QqU06dPc21nMC2te6ePlUqtyPRPZrP92O+o1WpFcg0e+wFfDf6Gtqru2GrsSEiNY3fib3w0drgieZQiamHTkS8nUBMSEoiNjcXOrmBdmRAEwbREREQQHBxM8eLFMxWCarWaJet/4usvvmbZ34uRVBL129bn83HfKZQ2f3vw4AEhISGUKFEi0w7Khw8cpiIV0ydPAczV5njhxYULF6hTp86bjgtA+fLlmbhoGvNnzCXmbhQaa3N6f/wenbt2USSPUnTJBkKuRefqc0iS1AqYB6iBZbIsz/rX582BNUB14DHQXZblIEmSegOfPPPQyoAPcBPYBHgDBmCbLMvjnpxrDPABkAo8BPrLshyci388oQBKTEwkMTFRsQtAgiAIAGFhYdy7dw9vb2+cnJwyfM7KyoplG39g5qSv2XzuL9QaiVZ9mzP8I7EaOTfcu3ePsLAwSpUqhaOjY4bP7d12gNKyT4YxKzMbbJNdCQwMVGxxR526dRgz70MWz/6RuMfx2DhaMeKLQTRq3EiRPEoRtbDpyJcTqBHBj+nSoDfdB3dm4FBxW7QgCG+W0Whk2oTpnNl7jkJSUR7IYVRsWIEv50zNcAXXycmJWfNnveRMQnalpqYy+ZMpXD58DXepCOFyKL4tfJj01eeoVGkTptY21qRIKZmOTSJZ8ckH3xq+rPljnaIZTEFu3rYkSZIaWAQ0B0KB05Ik/SnL8tVnHjYAiJJluZQkST2A2aQVjr8Avzw5TyVgqyzL5yVJsgK+kWX5oCRJWmC/JEmtZVneCZwDfGVZTpQkaSjwNdA91/6AQoEUHvSIdvW7MmzcAN7pVrAuugiCoDydTsdnIydw858QnORCPJCCafZ2Az75fEyGNkRFihRhwfLvFUya/yUnJ/Px8HHc8b+Pg+xGhBRMm15NGf3pyPSvha29DY+MCZmOTSFJ8Vq4cZNGNG7SSNEMpkDUwqYhX24iZS050NZsGFsX7OfEiRNKxxEEoYD5edXP3NsZQW/bATSzbU1vuwFE7o9j5ZJVSkcrcFb8tJLI/Yn0sv2ApjZt6GUzkLt/RfDL6qeTki1bt+SidIF4fXz62P3E+8TYR1OpUiUlYgvPyM6uo/+x2KwJ3JJl+bYsyzrgV6Djvx7TEVj95NebgaZS5ka0PYH1ALIsJ8qyfPDJr3XAWcDjye8PyrKc+OSYf/4/Lgg5yUpyoAnD+PHLX7h+/brScQRBKGDmz1lI3GFz2mg/oLZ5OzpohnF63Q22/r5V6WgFzjczvkP/tz2ttQOoY96e9pphHF19kV27dqc/plO3DlzRnEBnSE4fC00MxMbTTOzNYAJELWw68uUKVACVpKaKuinrl2+mbt26Ssf5T27fvk1wcDClS5fOcy9UYWFh3Lx5k2LFiuHt7a10HEHIVampqZw9exadToePj0+mK7N//PInnex7ZrjCXs++EZt+Xc0HQwe86bgZGI1GLl68SGxsLFWrVs1TrU5kWeb69es8ePCAChUq/Kf+WNs3/MU79u+n/16SJOrbN+aPX37l3X59gLTNKybPn8z0j2fgnuCOHj2J9gl8t+y79FWqOeHOnTsEBwfj7e1NsWLFcuy8+Z3WwgyP8tnq++QiSZL/MyNLZFle8szviwJ3n/l9KFDrX2dJf4wsy6mSJMUAzsCjZx7TnczFJpIkOQDtSbst6t8GADv/459EEF6JmUpD6VQ/Nq/7g8+/HKd0nCzJsszNmze5f//+f36NNyVBQUHcuXMHb29vPD09sz5AEPIwnU6Hv78/kiRRvXp1tFpths/v2XqAdjZP+1RKkoSvZQs2rNhCpy6d3nTcDAwGA+fOnSMpKYnq1asrvsLyVciyzKVLl4iKiqJy5cqZbsV/3uMP/nWUjlYj08dUkorqmmZsWP4brVu3AsDT05Mxs4Yyd8pCXJI9SJYSMC8B85Z+m6P5b968SVhYGOXKlaNQoUI5eu78TNTCpiPfTqACmKssSUpIUjpGllJSUhg79GMiLj7CzVCIe9Jdyjcqy7Q5XyrWsPm/MhqNTP98CgHH/Slr7UZISjRaTzfmLJ6PpaWl0vFyREpKCvPnzOXIzgNIMpR8qwyfTp1IkSJFFM0VEhLC7EkzuXPtDqigWcfmjBj7YYYCxmg0snTRUrau24ZRJ1PYqxDjZnxK2bJlFUyet127do3xQz/G0+CKVjJjtn4ao6Z+TLMWzdMfo0vRoTXTZDjOTGVGakrqm46bQVhYGB8NGIFroiV2KkvmJs+g+9D36Ple76wPfk27d+5m6dwfSYlNxsLeksFjh9KsZfOsD/yXmJgYRg8YCff0OOPIPEMwfp0b89G4MS/dkT5Vn4qZJuNbnValRZeiyzBWp24dth75g2vXrmFubk7p0qU5feo0nw4ZT/SDGDRWZrw7tDfdenV96fM9j06n47MPP+bR5VA8Na4s1T/As0YZpn3zFWZm+fptOEfoklOz2/fpkSzLvi/5/PO+oP++XP/Sx0iSVAtIlGX5coaDJMmMtCvx82VZvv2vz/UBfIGGL8kmCNlirrYkIe6x0jGyFBsby4j+o4kPMGCb6sIDs/k06lKHzyZ//MqvuW+aTqdj3Mhx3PW/S1GpCPcIo0TNEsycNzPfvMbHxcUxZ9o3nDxwCmSZynUqM27qZzg7Oyua68aNG8yc8DVht8NRaSU69WnPoOEDM1z81Ol0zJuzkN2/70M2QKm3vJj41WdikjsbTp08xeQPp1JU5wXAVPPpfDl/CjVr1Ux/jCHViEqd8SK0ucqCxIRElHTr1i0+6j8Wl/hCaGVzZqhmMvKLEbRp3yZXnk+WZX7buIVVC9eii9fj4G7HR5NHUqfuq/fXf/DgAR/2HY1ZuDVWRltC1d/SbXBn+g/p9/IDjWT+WqgtM30tWrVpRZNmTbh27Rq2traULFmS/Xv3s2DWT8RHJmJpb8HQj/vTpt2r/13Fx8cz6oOPSAhIxtHgQqg0j7odajHui89M/jXeFIha2HTkj3f1F7ihO0Xnt5spHSNLC+cuwvycDV0dW6WP7du/i3Vr1/Pu+30UTJa1LZs3k+wfwPjKrdNf/PYFXWbBN3P5dNJEhdPljM/HfIZrgI4pZbuiklTceBjCh30Gsnb7JsWuWMbFxTG89zDaqZvSoVAzDLKBo1v/Zkr4ZGbOe9pT89uv5nJzYzC97AdiptXwIOQ+o/uMZdX25bi7uyuSPS8zGAxMGPYJ7zu0xsUy7YpvUmoy8yd9Q1Wfari4uABQr2ldLv15nioO1dOPvRZzmZqtaj73vG/K+BEf01nji1fxogC0NaaycPGvVK3hQ/ny5XP8+Q4dPMTKST/ybuGO2NhaEa9LYOnExVhYWlC/gd8rnWvGxGlUjPCiivtbQFpBun7LVg7UOEDTZk1feFwNP1+u77lMBfvK6WMXY85Rr0vmOxPMzMzSb9m/du0aUwZNp615T+ytHEkxJPP7rK3IspEefXq8UvafFvyA4w0D3byeXpD98+xRflm9lr4Dsih6BQCMudj3ibSr7M8uCfYAwl7wmNAnhaA9EPnM53vw5Jalf1kCBMiynKHBmyRJzYCJQENZljM34BWEHHJH9mdMJ9OuJQFmfD4Lx6tlqG3jA+ZPVk39uondNXfTqnWrrE+goGWLl6Hyl3jX5enf84GTB1m1bBUfDPlAwWQ5Q5ZlPuw/kmK3vfjAPm1F4Y2TVxncawgbd27I0Ts1XsWDBw8Y2XssTQzv0NCiMKlGPcd/3ENc9Hd8Mmls+uM+/3gKj/ZCB+sPUZmpuX8+iEHdP2TTnp+xtbVVJHtelpiYyKQRU+mifh+bJ39/8fo4Jo34gt8Pb07/2aiSbwVCjt+guHW59GOvxp+kRZ8X12y5zWg0Mnbgp7TSdcbFLm2Fu86QwoJJi6lavWquLI75beMWNkz7kw42/TC3siD2cTRfDpnFnHUzqFix4iuda9yICVQM98PTKu1uT6Ns4I+Fq/GpXY2qVas+9xhJkihduST3ztymqFXJ9PGriSdp2Snz10Kr1VKlShUATpz4mzmjf6ChtidWZrYkxyaw8NO1aDQamr/iYojZX3yN+43iVLZL26hKlmV2/P47f/n+Rbv27V7pXAWVqIVNQ77sgZpiSOJY0masfVPo2KmD0nGydGDbAWrYZ7wKVd++IX+u+1OhRP/dtvWb6ehVLcOVoybFK3Bi70EFU+WcsLAwwi4G0qyYT/oO3WWdPamsKsLunbuzODr3bN+6nUr6MpSwS7t6rpbUNHKrz41/rvHw4UMAkpKS2P/7QRo7tMRMlbYa0t2yMNV0tfl1zQbFsudl58+fx8PgnD55CmBpZkFNi/Ls3b0nfWzYmKHcdL/CgejdXI++wsHoPVx2OcOHn4xQIjaQ9r1sjEjCy6Fo+piZyowmDlXYtumPXHnOFd8v5R33Ntho0oppG601b7u1Yvm8pa90Hr1ez9VTV6jsWCF9TJIkmjjW5Y+1v7302FHjRnLZ1Z9DMXu4HnOFAzG7CCx8hWFZ7PC6fMFK6qtaY69N+1qbqy1obtOJn394Xl3wcge27aFR4Yw7m7YoUpMdG03/Nd4UyNn8+A9OA6UlSfJ60uS+B/DvL86fQN8nv34HOCDLsgwgSZIK6Epav6h0kiRNJ624HP2v8WrAT0AHWZYj/ltEQXg1KYYkjiX/Qummzvj5vdoFqzfNaDTif/Q8ZayrpY9JkkQ1bSM2r8qd96ectHvLbuo4Zazj6znWZcfGHQolyllXrlxBf8dIFYfqSJKEJEmUs3sLx0fOiu418evqDVRKqoubRWEgrWWFn21r9v1+kKSktDsQHz58yKUjN/GxaYxKSrurr7BlCYpGV2Tb1u2KZc/Ljh07RonkMthonk4+22hsKZFSluPHj6ePjfvyY646H8Q/YS+BcZc5nrCNuDJB9BvU93mnfSOuXr2KfawjLhZP24No1eZUln3ZtX1XrjznqoVraW7TBXO1BQB2Wgf81G1Z+v2KVzpPZGQkj27FpE+eQlrLQh+VH1t+fvnr5KSZ47nguBP/+H3cirvEsaQ/0FW4T+++vV563I/fLKOOWWeszNK+1hZqa+ppu7Dku5WvlF2WZU4ePE0l24yv8XWtGrFljem/xpsCUQubjny5AlXrIvHRkvepXbv2a18VPX36NGuXbiA2Oo4WHRrxdtcumJub53DSNEaDnGnpupnKjNRUQ648X07S6/RoVBm/jSQknvxbyvPCwsIoau7I+fBbHAk6T0qqHp+iZShs4cDd20GK5QoOCKKQNvMKUje1C+Hh4bi6uhIVFYW95JA+8ft/7uaFCbp5NdOxQtb0ej2a57xsalCjS3564cze3p51235m/7793Lh0A9+3WtKsebNM/aFyUlJSEr9t3MyRnYdxcHagx4Be+Pg8nbRLTU1Fq8qcXavWZLqdPafERMbg6GqfYczZwpGoiMgXHPF8siyjQsr0OqlRaUjJIruTkxO//rWOfXv3EXDlFnUqt6VJ0yZoNJqXHhd8K4TyFvUyjGnV5qQmGjAaja/03mI0GlH/6/FqSZ0nXuNNhVHKvfeUJ32cRgC7ATWwQpblK5IkfQn4y7L8J7AcWCtJ0i3SrrY/uwy5ARD67G1JkiR5kHZV/Tpw9sn37kJZlpcBcwAbYNOT8RBZlk3/aq+Qp1i6SkxbO5qqVau+1u2Rsixz+PARNqzaQnJyCh26tqJDp/a50lpKlmUkWfWcWlhLii533p9yktFoRC1l/Hsxk8ww5JPX+Hv37uGc6sKlyPOcfeCPQTZSxa0ajkZX7gbfhfrK5LoTEExhbcaNHlWSClvJkaioKCwtLQkPD8eezL10naXCBN0MeVNR8xW9Xo+ZMXMNpTaaodfr039fqFAhNu9Zz+5de7hzM4i21TvTqFHDXG1PFxcXx/q1G/j7wD8U9ihEn0G9qFDh6cV3vV6P6jl1vFo2IyU5d15r9AmpmFtaZBgrZOnB6Tt7X+k8qampmD2njteoNMRlUQsXLVqU3/b+yq4duwkODKFzre74+fllWcs+DH9Mda1rhjEbjT2xkfEvOOL5ZFkGmefW8bn1M0h+JGph05AvJ1DdC7lla+OoX9asZ/WsrZSXmlLIfk37UgAAIABJREFUzIat08+y84+9rPx1Sa70MqrR0Jer+y5R0aFK+ph/9Ema9W2S48+V05p1aMP+P0/QzvvpRM3Z8DtUquHzkqPyDm9vb44GXeBuaght3Wpiqdbyd9g1fos/wowx8xXLVblmFXbv3kZZSqWPGWUjoan3KVGiBABubm7EqqNJNerTV6AC3Em5hU/d59/mIbxctWrVmJ4aSoI+EesnqyoNRiOnk6/zXYsMF9bQaDS0at3qjdx6qNPpGNx7IB7hTrR0rEnM4zhmD/6SHp++R+euXQAoVqwYcZZ6HiZG4WqVtqpSlmWORl9mUMdPciWXh5cHoffD8LB9ektUcGwonqVLvNJ5tFotRcp4cCcsBC+7pz3LTkT602pA1n2YtFotbdq2gbb//Tmr1qrM7a03KGf39Nb/OH0sNi7Wr3xhrmaDOvj/c42ahd56mv3BRRq2Mf3XeFOgtVBTrFy2GudnSZblHcCOf41NfubXyaRdWX/esYeA2v8aC+X5vaKQZdn0ewsJeZ6buxvVqlXL+oEvMO/bRexacYqy6sZYqbSs/nw/e3ccZNGy73O8X51arca7UnHunguk2DOrqy4n/027bq1z9LlyQ71m9Ti/4zw+Ts/UwlHnaNC5gYKpck758uUZFzGRYoklqG3eEJWk5mzISW5pr9Gn0nNfFt8In7pVOfn39fQVqACpRj1x6qj0Dci8vLx4LIVilI0ZFhSESbdoVKvFG8+cH9StW5f52sXUMNZHo0pbGKAz6gjUXKVu3Yzt2ywsLN7Y3aDx8fG817kfHvfL42PdnKiAR3x8YAKffD+axk0aAVCxYkUiNPeI18elr6A1ykauqM7Rv83sXMll72ZL7ONo7LRP65jbcdep2qDyS47KzNXVFTNXePwwAmfztO9vWZa5lHqSYV3fz/J4S0tLOr/9apt3la5Qkvv/BFHYskT62KOU+xQp92qbP6lUKspVLcPtCwGUtCmdPn4m/h9aDzHtFi2mQtTCpiNfTqBmR1JSEsu//5lGlsNQS2l/PZU1zThzdRsHDhykRYtX3/wkK2MmfMTAi4MJi7iLm6EwYeq7GL31TBs8KcefK6f1fv89Rh07ztJrRyhv5UpISjQB6kQWTVyudLQcoVarUaGic6F6OGttUUkSDZwqcSflERrty1ew5abmLZrz809rORrxNzWcfEhITWBP5CHavdchvZ+TmZkZAz7qz7qv1tHYshUOWieuxF4gyOkG07vmj/60b5q5uTmffDWBb8d9ha+2LGaoOZNykw4Duyq6q/qeXbtxvW9NsyJpKyYdLezpb9OVBd8tpW3Hdmi1WiRJ4ovvvmLcoI+oZlYCe5UVZ5NvU6llLWrUqJEruUaMH8WnfcfQ1tCQknbFCYwJZkfCIb4d9+oXHybNnsLwPkMpGV4UF8mRADkYuyrOdOySaaPHHDFgeH/67R0IsRKlbMrzIDmMo6k7GD/n41c+14hPRjHs3YEE342gmNqFO/oHxLobWTxsZi4kz390yQaCr2ercb4gCK/g8ePH/Ll2L35WQ9Innapp23Hq1HrOnz+frYnZF5kyeyKDegzn3qMS2BpceKANxLWWNV3eUXa37v9i2JhhDDkzhPvh4RSWCxMmhZFYNJGfRv2kdLQcYWZmhtaopb62CbZqOwBqaetzXw7N8m6O3NSla2d+W9MX7QNLyttWIUYXyTH9Tj6Y+H76ghcbGxu69GvH7h9+pYa2JZZqa64lnEZXKoJmzfPsz++KcnR0ZNikwfzw5VLKpVZFlmVuai4wbPJgHByyMcGTTRt+2YhHeDl8HdKWRNtpHHBLLcy3U76nYaMGqFQqNBoNk+ZOZOqH0ygbVxkt5txQXaTtgFaUKlUqi2d4PR9NHsmXQ2bhl9oWd4ui3Im/gb/lAVaMXJL1wc+QJIkZ879k5Ltj8Iwth7XBniDtNSq1KZNrbVpGjR/OoHdGUTWhJUWtSnE/KYhzZjv4btJXr3yuiTMnMLjHUIKjAnE0uHDX7A52VS3p1lO5izB5iaiFTYeUX261fpavr6/s7+//WsdevXqViT3n4avpkmH8XkIAhd+JZ9K0cTkRMRODwcDRo0e5HXCbCpUqULNmTcWasr8qo9HIzz//zPFDxyj7VlmGjxiRa+0O3rQzZ86w/pMFtLKvStTjSIxGI3b2doQYIklp6s7ITz5SLFtCQgJrV6zh0I6D2NrZ0rV/d5q3aJ5pZcjxY8dZ88PPPI54RN2mdek3+H0cHR1fcFbhv4iKimLfnn2kJCfTqGljPDw8FM0z5eNJFDtvR0n7jDvKrn+wnc9WTclQFCYkJLBv716iI6Oo61ef0qVL//t0z6XX6zly5Aj374VRpVpVKlas+J9WIQUGBrJ8wVICrgZQ5q2yDPjwA0qWLJnlcc+j0+k4eOAgYXfvUa2GD1WqVMnVnTvDwsJYtnAF509ewKOEBx+M6kflyq+2YuD/DAYDx44d43ZAIGUrlMtWi5mclJCQwIH9B4iLjaOeXz2KFy/+0sdLknQmi108c5yd2kuubTPltY/fG9vvjWcWBKVlpxY+evQo84ZsoZJVxpVBt2LO4DfGnUFDBuRExEx0Oh0HDx7iXsg9qvlWfe32A0pITU1lyZIlnDt9Ht/a1RkwYECu3LWmhD179rDtk91UxIfoyGhkWcbe0Z7b8g18JrxFz149FcsWFRXFih9XcXz/37i4OdN3WB/q1c/YfkeWZfbu2cu6pZuIi42jabtG9B3wLtbW1gqlzh8iIiLYv3c/AE2bN01f9auUwb2GUT6gPo5a5wzjvycvZ+W+nzL87BMTE8Pe3XtJSkymYZMGeHp6/vt0z5WcnMyhg4d4/OgxNWrVoEyZMv/puMuXL7P0+xWE3LlL1RqVGThywGtvWJWYmMj+fft5FPGYOvVrU65cuawPyoagoCB+/H4Z1y7eoFQ5b4Z8NOA//+zwb3q9nkMHD3E3OJSq1atQrVo1k3iNj4mJYf/+/eiSdTRs3JDChQu/9PGiFi7YxATqv0RERNCnxTAamg3MMH4j/gSNxpag/0CxY/KzdDodw97/kIQrqRTSFSdK84D4wo9Ysv4HnJyclI6XbSEhIXzeexQfeme8/WT33VOUHdSYrt27KZRMEJ76acGPRG4MppZbxtYMC+/9zPKda7I9YR4eHs6IdwfjleKCm8qeG6n3sKtYiDmL5uZqLyshd124cIEJg8dT3lgGS9mSq/J1GvdswoixH77wGGWKxhJyzWwUjftj+4uiUShwslML37hxgzHdvqKmNuMGI5cS9vD+7MZix+R/iY+P54NeQzHetsExpSiRFnfReCezbN0P6TuS52Xnz59n7oAFtLPLuLhkX9ROen73No0bN1YomSA89eX46ej/sqGUbfn0MaNs5NeUhWz7+/ds70Nw+/ZtPnx3FMXiS2FtsOOO5gaVW1ZgysxJJjEJKLyeo4eP8uXoWZRMroxaNuO2+UXe/ag7vd9/8QZbohYu2JRf/mJi3NzcKFvDk4CEk+kbIUXrIrhne5ZOb+fOraJ52dqVP2N2wYFWNt2o6lSLxrYdKBNWgzlTv1U6Wo7w9PTE1tuNf8KvpH8/hMZG4J8aRKs2pt+XSygYOnfvwgn9eR4mpW3OZJSNHI04TdlaFXJktfGM8V/QzsyXzsUaUq9oVfoXb4vqSixbf9+a7XMLyjAajUweOYnetl1p4taQOu416efeh6PrD3P58mWl42VizMaHIAivpkyZMjiUUhOccDG99nmYdJc4x1vitufnmDdnEfYBZaln2ZkKDjWpb/E21te9+GFe/riFv0qVKugKJxEQdz19LDj+Dg8c71G/vkI7SAnCv/QZ2IvTqgPE6WOAtFr4ROxemnVqkiObuE4cOYnm+s40cGhBdefavG37HgE7gjhy5Ei2zy0oIyUlhWljZ9FRPYCa9o2o7lCfLhaDWTt3I/fu3VM6XiaiFjYN+ePekldkMBgICQnB3t7+uaskv54/g+mTZrF//wLUshYnTxsWfTMnX6yozGk7Nu+mpW3GKzRlbCuy7rhyGyzltNkLv2XW5OnM+PtXNCo1dkVc+HbFwvReo0L+Fxsby6NHj/Dw8MiRIiynubm58dXSr5k1YQZJ9xLQyXpqN6/HF5M+zfa5U1NTCb56m56lMm7M18jVhz83b6PLO11ecKRgym7duoWjzgEH26f9ylSSiuraauz5czcVK1ZUMF1GWgsziudy43xBKGh0Oh2hoaE4Oztjb2+f4XOSJLF4xXdM/mwah/45jAo1Rcu5sHTuAiwsLF5wxoLr6J7jtLQemmGsvHVN9m1fwtjxyrV6yimSJLF4zUK++GQqx84fRELCo2xRfvhmkaI9UIU3KzIykujoaDw9PU2yPUXJkiWZ+uNEZk6YQ2q0EZ0qhZa9mjL6s1HZPvejR49ICtPhZvv01m5JkqiircVfm3bSsGHDbD+H8OadPXuWwiklsXymnYdaUlNaV5X9ew/w3vvvKpguI1ELmw7Te/XLZXt37+XbKfOw17mQIMfi5ePJzHnTsbGxSX+MpaUlM76Zil6vR6/X54vbb3KLmZkag2zIMCYj56tbGWxsbJg+dxY6nY7U1FTx/VCA6PV6Znw+A//9Z3BSO/NQjqDvyPfo0aeH0tEyqVSpEr9s+5XExEQ0Gk2O/VAjSRKylNZD7Nl/13pjKmbiB6c8y8zMDOO/XrsBDLIBC41plQYpyancuR6ldAxByDc2b9zCj1+vwM7gRrwciU/jinw5e3KGC4T29vbM+/EbdDodBoMBS0tLBRObNpVK9WSX96ctbYwYUanzz41+Tk5OzF8+D51Oh9FoFBPpBUhiYiKfj5nC1X8CsZHsidU85KPJw2ndzvTuxKtVuxa/799EYmIiFhYWOdZmSq1WY5SeVzOliosIeVja1zU107hRMqBVcLPo5xG1sOnIP+/s/0FgYCBzP1lIJ+NAWpn35G2LwViccufzMc/vJ6HRaMRkWRY6v9uRk/EHM4xdjD1N/RZ1X3BE3qXVasX3QwEzf84CovfG8b79IDravsP7NoPY/M3vHD9+XOloL2RlZZWjxZxareatmlU4/+hm+pgsy+yNOE3HXmL1aV7l5eVFkn0K9xPD08f0Rj2n9Gdo28X0+hvK2fhPEISnzpw5w7Kpv9JSHoqfWQ9aa4bxYBd8Pe35rZe0Wq2YPM1Cqy7NuJR4LMPYxcQjtOvW6gVH5F1arVZMnhYwU8dPJ+WILR20Q2ii6UkbwyDmjV/KtWvXlI72XJIkYW1tnaM9+h0dHXHxdiI4/nb6mFE24q8/RufeosVfXuXj48Mjm3vE6J9OTKYYkrmpPUuzFqbXrkbUwqahQE2gbli9iWrGhpirn77xV7Dx4ebpQGJjYxVMlnd169GVoi0d2JK4nBMxe9me+DNxlUIZOzHv37IkFGyyLLP3j73UdWyQvvLSTGVGE+vmrPtpvcLp3qzx0z7ntF0wq0J2siP0BPPubKJ4q0q0aNVS6WjCa5Ikia9/nMM2eRd/PvqLvQ8PsOThKnqN7Y23t7fS8TIRfZ8EIWes+Wk9VaUWmKmeXmiraF2fA9uPYjBkXmElZG3Ih4OwrpPIPt1qzsTvY2/KShz8UhkwWGw8K+RtiYmJnDtymQrWtdLHtGoLqhgas27FBgWTvXkzF8zgjMsRdsb9xtHofayL+5EWAxvh6yv25cmrzMzM+PqnGezR/MLhhG0ci9/J74YlfDJ7FC4uLkrHy0TUwqbBtO7Ty2WRD6NwNiuTadxSsiY+Ph47OzsFUuVtKpWKGXOnERISQkBAAB4eHpQtW1bpWIKQgSzLbPp1MxuXbyQ5MZkKPhUYPWEURYoUeekxkkGFWsp4BdtOY0dUZM7cQhEXF8eiuYs4se84KpVE884tGThsoMn1WbW3t2flprVcuXKFBw8eMKx8+Zf+3RV0YWFhzJ0xn8tnrmJpZUHPgV3p2uMdk2tt4uXlxW/7tnDmzBni4+OpXr16pl6IpkBrqaZE+dfv+3TsZA6GEYQ8LupRFC5mGf+dqyQVZrIWvV6fo6u2CgqtVsuiFfMIDAwkKCgILy8vSpYsqXQsQcjAaDSyatlq/vhlO7oUPTUbVGf0uA9fusdHUlIS5lhlql9sNA6ER9zKkVyPHz/m+1nz8T92Dq1WQ6c+7ek74D1UKtNa5+Xu7s7Gneu5cOECUVFRVK483iQn2UzF7du3+WbaPG5dvYOtgw0fjHyX1m1Nr+1DpUqV2HZ0C6dPn0av11OjRg2TvONU1MKmo0BNoDZq48fmI7spZOmRPpaQGkeKdQKFChVSMFne5+npiaenp9IxBOG5Fn//A6dWn6GDfTcsLSy5dfImg7sNYe32NTg4PP/NSKVS4V7ClQfh4bhbPn19uBhzngZvN8h2JqPRyLB3h1D6QQmGuLyLUTZydP0/fHb1U75b8n22z5/TJEmiYsWKJrW5kCmKjo5mwNtDqRTTlPbWjUmOSWTTlzt4GP6I4R8NzfoEb5haraZmzZpKx3iplGQDt0XfJ0HIEY1a1+fI3PNU0Tzd9CRa9xBHD1txa3Y2eXt7m+QKfkEAmDphOoFbH9PEqi9mKi23tl2in/9ANu5ch7m5+XOPcXJyQuWQSlx0NLaap/XyLd15OrTL/sZJycnJ9O86iLIPatPFZij6RB2Hv9/P3TuhTP7q82yfP6epVCqqVaumdAyTFxYWxsCuo6iS3J5mlm1JfBDLgo9/ITYmnu69uiodLxONRkPduqbdflDUwqbDtC7t5LKWrVpiVkXHobhthCYGcTX2LNtT1zBx9mcmd5VLEISckZSUxPZ1f9HWqRNWZmlX0UvblaVCYmW2bNjy0mMnzJzA9tQ/OBN1mrvxIRyK3E9w4UD69Oud7Vz//PMPNuGW1HL1QS2p0ag0NHH3I/xCGLdv3876BIJJ2rT+N4pHV6WETTkkScJSbU1Dm7fZ+vNfJCcnKx0vz5Kz8SEIwlM9encnyTsY/4TdhCcFcz3uNMfV65n89TilowmCkEseP37MyV3nqGPTBq3aApWkooxtFRzDvdi9a88Lj5Mkic+/Hsc+1nIt9gxhSUH8Hf8X8ltRtO+Y/X7pu3bswjXCi7K2lVFJKszVFtS3acM/O8/w+PHjbJ9fUMbKn9ZQOqEhhSxLAGBlZkc9yx6sWLAWo1HcUP66RC1sGgrUClSNRsOPaxaxb+8+ju05gUdhF0b1WoyHh0fWBwuCkCc9fPgQZ8kFlZTxIklRc09uXLr5gqPSlClThjV/reK3X7dwNzCExnX9aNO+TY6s0gm4EUBhozvx8QnERMUgSRIOTg54SIUICgrK8va/S5cu8cf6P9Cl6GjZuSX16tUzuVvETUV0dDSbf/2N6xcCeKt6Od7u1iXXWrZcv3CTQppyGcZUkgpb2ZmHDx9SrFixXHne/M4oyj9ByBFWVlas3bKCHX/t5OQhf6qULMK0nitwc3NTOpogCLkkODgYZ7lIpjrRlWLcuBQAL9kHqUYNX1b/9RO/rd/C/bt36d6sBS1btsiRDUtvXr6FO57ExcYRGxOHWq3C0ckRF4oQGhqKs7PzC4+VZRl/f3/+3PAXKpVExx7t8fHxyXam/CoiIoKN6zZz50YI1etVoVOXjrl2q/r1iwF4W2S8XV+j0kKyluTkZJO8RT4vELWwaShQE6iQ1iy4VetWtGqd/3bGFAQhMzc3Nx7LjzDKxgyTqHdTgqlQOet+vS4uLgweMSjHc5UpV4atDzfj+tgJS8kaGZmwmPtclK4yvOSYlx67dsVati78g9ra2tir7Vh6aAn7W+xnyswpOZ4zr7t37x4fdB1GiaiqFNKU4eSh22xa9S4rf1uCu7t7jj9fhWplOX04CDeLouljRtlInBQpJihek9hBVBByllarpVPnjnTqLHaPFoSCoESJEjyWwtL6+z8ziRohhdCgSuMsjy9SpAgfjh2R47nKVCrN8nmbqazzwxxr9BgIjrxLoNu1LC84fzd7HkfW+lNRqoMB+OKvb2gxoB4jxgzP8Zx53c2bNxnWaywl4mvjaFaGvw5eYMOqLazdsjxXFhSUr1KWkGtBlLSpnD6mN6aAhV60inlNohY2HQVuAlUQhILFwsKCTu91YNuy32nm0AortRU3Y69z3foSk3p8plguJycnrsYEUMLSi2pWlTHIRi4kXiPEEPbSjXxiYmL4dfGvfOAyALUqbbOP4jbFWb93PTfevyE2cfuXuTPmUzWmOcXt0jYQdLf0wCbKgQVzFjP9m6k5/nzv9HibzavfwybaES/r8iQZEv7X3n2HR1Xsfxx/z2bTQ0toCQEhQkQh0osK6JUiVkBRsRcUxC7ee8X2sxdUVC4iXhVFsV2vqCCK5WJD6QiigtLFAEIgtJC+O78/soYEElJ3zyb5vJ6Hh5zZOZNvZie738yeM8PC7I85d8zZpa4xJkcWHuGmdfvKL5y/WAvni4hIHRYbG8uJZ3Zn/vsf0z1qAKGuMNZkrGBvi82cdtogx+KKaxzL6pzlNLWtSQrpiBcvv3iWkJ61i+jo6FLPS01N5X9vfcuQ6NGFE8KJ9mhmvvZvzr9kuF8+IK/JHr5zPN1yhhMXEw9AExL59Y8opr38OjePrf6J8StHXcrls0cTkRlNfGQSB/L3siRvJqPuvFLLJlaScuHgoQlUn19//ZVNmzbRrl27UheA37dvH4sXLyYiIoKePXsG3U7ZElh79uxhyZIlREdH07NnT9zuyv86bdu2jZUrV9KkSRM6d+5crW8uXq+XZcuWkZ6eTpcuXar9Krj09HSWLl1KTExMlfvBX0bdOIqm8c14+6W3yczIonO/Trz0zxf9dht3eSxeuIRBzc5lV84uXtj1Gi7j4tjYzvSJHMDy5cs59dRTSzzvxx9/JMmVVDh5CgVrVCXbZOZ/O18TqIf4ZdlqhkQX78uk6OP4aP4Uv3y/Bg0a8MqMF5j0xPN8tHAy0Q2juGT0CIadpyu9KisnO18L54v4mbWWn376ia1bt9KhQ4dSr/766z2/fv369OjRg5CQkBLrSd2wY8cOVqxYQcOGDenevXuV8tfNmzezatUqWrRoQceOHat1WaL8/HwWL15MRkYGPXr0oFGjRtXWNhT0w/Lly4mLi6Nr165BOUl0z0N38ma7t5jx+nRysnI54dyePPD3Fx39e3bhN0sYmDCCrfs3snz/t4S43HRo1pPoehH89ttvHH/88SWet2TJElpmH4eJPDhGXMZFYs4xLF26lDPPPDNQP0LQs9aSun47HcPji5UnRXfmq0/f8ssEakJCAi+/N4lnHn2OuSvn0LBZfcbeehUDBw2o9u9VVygXDh7BN9MRYFlZWdw08jZ2/JxFg5wEdkdMJ6lXMyZMHl9sbZcPZsxk8kMvkZBzDJ6QPB6OGc+EqY/ToUMHB6MXp7zz5n+Y+uQbxOe0Jzcki70NxvOvaU/Rrl27CrVjreWpR5/muxnfc5QniX3uvWQ23cfk15+jSZMmVY5z69at3HD5zcTsbExUXn0mhk7hzCsGccNt11e5bYA3pr3Fq8++Q9Oc9uSFZJLR8Amef/3pMtfvDDRjDMOGD2XY8KFOh1IoNq4ReaE5DGoylEGJB+P6NGPGERP7hg0bkkHGYeUZJoPYJrF+ibUmC48KJ2d/NhEhkYVlWZ4DxDQq/cqGqoqPj+fRZx7yW/t1kdZ9EvGfvXv3Mvqym8jcFEpUTmPSw6fS6/SOPPDYvcUmgl596TWmPzeDZjntyXVnkBU7ninTn+Woo45yMHpxyvP/+jfvT51Dk5xkckP3k9vkCV6YPpEWLVqUfXIRXq+Xe/5+HyvnrqFpThv2he8g8mjL5GkTq+WD7vXr13PjFWOpv6clYZ4ongibxFW3X8wll19U5bYBJk6YzMzXviAuJ5ncsH14m+7kxTcmER8fX/bJAeRyubjsyku57MpLnQ6lUFyzRqxz7WdA4oXFyr/Im0bDhqVfbdeoUSOyw/YfVp4Vur/aJ8drOmMMJtTi8eYTYg5O/WTk7SHOj383tG7dmokvPuW39usi5cLBIfg+HguwSROex/NDM04Ou4TO9f7G30KvYNe3Ibz+yvTCOlu3buX5+6dyZsh19Iw5jRMiz6Jv1sX8Y9Rd2kmuDtqwYQOvPv4fBodcR7eYgZwQeQ699p/P2FHjsLZiL2zffvMty99dycX1r6ZP7N84o/5QuqadyL1jq2cty3E33k23nQPpHzWMExr0Z3jkaOZO/Z4lS5ZUue01a9Yw7akZnBoyhk7RA+gecQ6d9p7Lrdf+s8L9UBed2v9UNkX9xq6ctMKy1AO/kxm3l06dOpV6XkpKCplxmWzav6mwbFf2Ln4LXcPAQQP9GXKNNGLkeSzI/ASvLXit9lovC7I+4dLrLizjTAkWloKksbL/ROTIHrz7MWLWdqRX2AWk1DuVfqEjWTlzGx/Nml1YZ9WqVbz97GwGusfQOWYAPSOG0nH3EMaOrnjuIzXfDz/8wKwXvuZU93V0ihlAj/BhtN1+Gn+/4a4Kt/X+ex+wcc5uTg8fSbf6p/K38BE0+jWZx++v+uSLtZax195B933D6R15Dl1jBjDYPYbXnvwv69atq3L7ixYt4pOpC+gbOpqO9frTNXwYidv688+b7qly23XBOcPOZn3UEjLy9haWbTqwmoZtI2nVqlWp55144omkNdxEWva2wrLtWansabSVXr16+TXmmmjIiNP5MXNu4Wt1vjePFZ45XDnmEocjk/JSLhw86vwVqHM//ob+0WOKlXWM6svMd6YzcvTVAHz68WccndOd0IiDtzg0CIujXkZzVq5cSefOnQMac2VlZmYCaOe7Kvpk5hza5vbEHXHwCuVG4U0JTW/A2rVrSU5OLndbH745k54RxXdPT6rXlu9WzSUzM7NKz1V6ejq7N+4nMap1YZnLuOgc0ocP3ppFjx49Kt02wEfvf0JS3gmERBy8fa9ReHPsrmg2btxYrqtQDxw4gDGmTo7JyMhIJr7+NHchlYJdAAAYTElEQVTdeA92Vwgem0/91tFMem7iEW/9MsYw8dWJjLtxHN9unofbuMlvkM9TU56qk/1YlhGXXMjO7bv44M3naEgT9pg0zhtzDucMPcfp0KScwiNCaNO+8leUrNC6TyKl8nq9LPvuRwZE3VJYZozh2PCTmfHGLIb4Xitn/nc2bT0n4jIH3/PjwhP45U8XqampZW74EiwyMjJwuVx6v6yiGW/Noh19im3O2SzyKFZv+oK0tLQK3UX1/vRZdI48u1hZcnRXPvj62SrHuX79ekx6DLHhB9fEDHG5aZfXm9kfzOHWf9xUpfbfe2MWR5vi/dA8Kol56/7H7t27y3U15P79+wkNDa2Tm+s0btyYx198gPtvf4SQvVHkkkVil6Y8O+nJI54XFhbG5OnPcsf1d5Pzp8XiJapVKM8/P1HLipTghlvHsHfPE3wxezLRxJIRspNr7rqMPn1Ocjo0KSflwsGjzk+gWq/FUHyNHRcuvF5P4bHH4y2WMBbWsyE14grUHTt28M/b/o81q7YA0Ca5GU8+8yAJCQkOR1Yz5ed5MCVcvO0yLjweTwlnlM7j8RJSwtgyuKo8trze4rvO/8VlXHjzKxZnSfLzPCW2b2zZ/bBlyxbuuvU+tq3dhRcvSSmJPPL0/dWybEFNkpyczH8/+w/btm3D7XaXe33a5s2bM+29aezYsYP8/Hzi4+Orda2w2sQYw02338A1119NWloaTZs2rZN/pNRkOdke1v+a7nQYIrWXNYe9h7hw4SmSK3jyvZiScmFqRi78+++/c8et97Ft0x68Np/juiTx2IT7iY3V0jeV4fV4cFFC/mpcFb4i2ePx4CrppkhrDts1vqK8Xm+JbRtCio3vyvJ4SvmbgLL7Ye3atdx924Okpx7AQy6dTjiWB8ff6+j6/E7o3r0bH309gy1bthAVFVXu38k2bdrw7py3+PPPPzHGaOOoIwgJCeHeh+5k7LgD7Nq1i+bNm2svlxpGuXDwqPO38J80oDdrDiwrVrYqcwGDhx1c5Pi0MwayPmwZHnvwjfZA/j52Rf5R6uLWwcLr9XLlJdeTvrItx4RdzTFhV5OxqgNXXXIj+fn5TodXI50xdDDrQ5cU3hIMsD9vDwdi0iq8gc9ZF57B0qyFxcpSD2ymydFxxMTEVCnOxo0bExkfyo7srYVl1lpWehZw1oVnVKltgLPOHcxG96Ji/bAvbxf5DfaUuhEbQF5eHtdedCNNV/VikHsMg903ELmsPdddfnON+COsuhljSEhIqNTmXk2bNiUhIUGTp+UQGVlwO5gmT2seC3hN5f+JSOlcLhcdexxD6oHfipWvyZ3PkIsObsRy1nmD2eBaWOw9f2/uTojNPOKttsEgOzubqy++idD1vekUNpIu4aPZvbglo668RcsPVNI5F5zBOhYU67/0nD+Jau6qcD5z9oWn81PW98XKNmSuovOJKVXOb9q2bUt2vd3szzu4+YrXelnvXsTpQ6q++/yQC09no11YrB92ZW+hYcuII04E7tu3jzGXjqXl7wM4xT2a/u6b2P91E24Z/Y8qx1QTGWNITEys1AcazZs31+RpOUVHR9OqVStNntZAyoWDR52/AnXsuJu55qfrmb9hMw2yE9gduZkGnQzXXHdvYZ1WrVpx8W3DeOPZF2iVnUK+K5fUqJ95bNIDQbnjeFFLly4la3tDWkcdnNCKjWrNpp2rWbBgAX379nUwupopOTmZodcNYsaL/yYxqyP57my2Rq9iwuRHK7zr5oCBA5g38Dv+++V0Wue2Za97D382+IMpzzxfLbE+9tzD3HDpLcTvTSIyvx6bw3+j19DOnHRS1W/Z6NChA2dfcwofvvIizTM7kO/OZGf93/jXC08csR/mzZtH/V1H0Szy4KYTLaOO4Y/Un1ixYgVdu3atcmwiUpto/SYRf7rvsbsYedH1bN/2G1E5TdgduZ6kvk04b/iwwjqdO3dm0BW9mfPGSzTL7EBe6AF21l/D5ClPBf2HeHPnfkn4niQaxRzc3Kh5THtW/f4Tq1ev5rjjjnMwupqpd+/enHj+t3z9wVSaZLYnJ3Qf+xptYMrkit92P+KSC1n4zWLmLn2LJlmt2ReeRk6Lnbz80JQqx+lyuRj//IOMHXknzfa3x50fydbInxk2enC1PO/9+vXjq2Hz+P6jV2mc2Z7csL1kxG7k35MmHvG8Tz7+lCZ7U2gU07ywrE10J75ftYLff/9dG7OJyCGUCweL4J79C4B69erx9oevsWTJEjZu3Ehy8tl06dLlsGTwiqsvY/CZg5g37zsiIyM45ZT7iI723y7O1SUtLQ2TWx8iD3kgpwFpaWklniNlG33jtZx97pl8//18oqOjOOWUByq1npbL5eKhpx5kzZo1/PDDDzRr1ow+ffoQGhpa9snl0KZNGz786j3mzZvHzp076dHjqnKtTVpeN946hqHDz2b+/AXUqxfDKac8TGTkoYOtuB3bdxCR0/CwMRmV15CdO3dWW2wiUnsoaRTxnyZNmvDBZ+8wf/58tmzZwvHHX1Di5NJt/7yZ80YMZcGChTRq1JB+/R6pEVf1/7l1O6H5h+/oHZrfSLlwJRljuPuBO7j4yo0sXryYuLg4+vXrV6kr29xuN5OmPsvPP//ML7/8QsuWAznhhBMqfFFCaVJSUpj59bt888037N+fwUknXUeLFi3KPrEcjDHc/8g9bBi5gSVLltC4cWP69u1bZj9s/eNPom3cYeVR3ljS0tI0gSoih1EuHBzq/AQqFExi9erVq8xd+5o1a8bw4ecFKKrq0alTJ3LCX8baPoWTwtZaciM20rnzmDLOliNJSEjg/POHV0tbycnJFdp8qiLCwsLo37+/X9oGSExM5IILzi93/a7dujI9chZwYmGZtZYd4etISbnNDxGKSE0WFuEmqQoL5/+6sOw6InVdSEhIue5KatWqVdDfsn+oHr268Wb4XKBbYZm1XjJCN9KxY0fnAqsF2rRpQ5s2barcjjGGlJQUUlJSqiGqw0VFRXH66af7pW2ApKSkCl2gcELfHnz9+iu05uD481oP6e5NFV4OTERqP+XCwUMTqLVcYmIipw3txefvfUgzd28Mhu35izj5rI7VeiWiSHklJyeTMiCJ+Z/OoL37JDw2n9XeeQy4+CTi4+OdDk9EgkxOdj5rtXC+iFRSSkoKKX3iWfX1bFqE9cDjzeMPz3ecd/VpxMUdfhWgiL/16tWL5l3f4IfFH5MU1oNcTxa/2q+47LbzqVevntPhiUiQUS4cPDSBWgfce/8dnNTvK959cxbW62XUxZcwcOCAsk8UKYO1lhUrVvDl59/SoGE9zhl2Vrk2D3h0woN8PuhzZr7zCSFuN2Mvu5KTT+4XgIhFCuzYsYOPPpzN3vT9nDKob4lLt0jw0G1LIlJZxhieeW48H3/8CTPf/YyYyDBGXz6GPn36OB2a1AJer5dFixYx78sFNEtowjlDz6JRoyNfKeZyuXj+lYl8NHM2cz74H1ExUTx89W307NkzQFGLwJYtW/jow0/IOpDFaWcN0HrQQU65cHAwtXH3ye7du9ulS5c6HYZIrWat5d47HmDZJxuIz+tEDgfYErmYhyeNo09f/VEiwWvBgoXcO+Zh2mT3JJJofnev5LhBLXl0wkOaRC2DMWaZtbZ7IL9nuLuVbVHv9kqfv3HPrQGPWcRpyoVF/M/j8XDTqLFsXnSApp4OZNp0tkcvZ+Krj3L88cc7HZ5IqT6ZPYcn73qeo7J74zZh/BH6A4Mu7cXt4251OrSgp1y4btMVqCJSKUuXLmXZxxvpHXkJ+PaQaOXpyP3/GM9n359ASEiIswGKlMDr9fLA7Y/S31xFlO82uaNJ4avP3mbRBYvo3bu3wxHK4Swe43U6CBERkWI+/+xzUufn0S3m4F4ACbnHcvdtDzHrf+/qQ1kJSllZWTx132ROdo8irH7BH3Ft7PF8/uYrnH3uGX7bl0OqQrlwsKgxE6jGmMHARCAEeNla+7jDIYnUaV98/BUtPF2KlUWERBOV1Yy1a9fSvn17hyITKd2GDRuIymxMVGjxNcaOtt34fNaXmkANQuERbtq2j630+ZsXlF2nrBzDGBMOvE7BLjS7gAuttZuMMa2B1cBvvqoLrbXX+c7pBkwDIoFPgFustdYYEwv8B2gNbAIusNburvQPKHWGcmGR4DLnw7m0cncrVlYvLI7c9BDS0tLKtayVSKCtXLmS2JzWhEVEFJYZY0jI7sSXX3yjCdQgpFw4eNSICVRjTAgwGRgIpAJLjDGzrLWrnI1MpO6KaRBNnt13WHmuySIqKsqBiETKFhUVRS6Zh5VnezNJbBDtQERSluzsfNb8ustv7ZczxxgJ7LbWtjXGjADGAxf6Hltvre1cQtNTgFHAQgqSxsHAHGAcMNda+7gxZpzv+A4//GhSiygXFgk+MfWjSfNkHVaeb7OJKDI5JRJMIiMjyQ/JOaw812RRr0GMAxFJWZQLBw+X0wGUU09gnbV2g7U2F3gHGOJwTCJ12rDh5/B7+AJyvdmFZX9mbqBBKxetWrVyMDKR0iUkJNCwTSSpmesKy3I92awNm8+5I4Y6GJkciQdb6X/lUJ4cYwjwmu/r94D+5gj3Zhpj4oH61toFtmCx+deBvwZY0bZeK1IuciTKhUWCzEVXDGe9+RqPN6+wbPOBn2nXpRX169d3MDKR0nXs2BFP3G52Zm8pLMvKz2Br9HJOP+M0ByOTI1EuHBxqxBWoQAvgjyLHqUAvh2IREaBly5bc9cSNPH7vv6ifk0iuOUBMkmXSSxOcDk3kiJ7+93huHnk7azYvIIIYdoX+we2P3sBRRx3ldGhSgvAIN+2Ojav0+dvml1mlPDlGYR1rbb4xZi/wV1BtjDHLgX3APdbaeb76qYe02cL3dTNr7TZfW9uMMbrHU8pDubBIkElJSWH03RfywoQXaJDbkiyzl+YpMYx/9kmnQxMplcvlYvK0p7np6r+zNi0KN+Hsj9jKwxPuJDa28reJi/8oFw4eNWUCtaSZ7WJT6caYURRcHgyQY4z52e9RSUkaAzudDqIOCo5+Xwn/bf6m01EEUnD0e91T7f0+9+yPq7O52uyYQH/DjAObPvt2/lWNq9BEhDGm6HbkL1prXyxyXGaOcYQ624BW1tpdvnWePjTGdChnmyIVoVy4ZlBe4Jzg6Psf4fV3X3I6ikAKjn6ve6o/F+47uzqbq82UCxevU6dy4ZoygZoKtCxynAhsLVrBNwBeBDDGLLXWdg9cePIX9b0z1O/OUL87Q/3unEOSr4Cw1g7287coM8coUifVGOMGGgDpvluScnxxLjPGrAeSffUTS2lzuzEm3veJezywo7p/IKmVlAvXAOp356jvnaF+d4b63TnKhet2LlxT1kBdArQzxrQxxoQBI4BZDsckIiIiNV95coxZwBW+r4cDX/p2EW3iW3gfY0wS0A7Y4Lstab8xprdvfajLgZkltHVFkXKRI1EuLCIiIv6gXLicasQVqL41Fm4EPgNCgFestb84HJaIiIjUcKXlGMaYB4Gl1tpZwFRgujFmHZBOQWIJ0A940BiTD3iA66y16b7HxgDTgEgKdhyd4yt/HHjXGDMS2Ayc7++fUWo+5cIiIiLiD8qFy88UXHFbuxhjRh2ypoMEiPreGep3Z6jfnaF+d476XqRm0O+qM9TvzlHfO0P97gz1u3PU93VbrZxAFREREREREREREakONWUNVBEREREREREREZGAq3UTqMaYwcaY34wx64wx45yOpzYxxrQ0xnxljFltjPnFGHOLrzzWGPOFMWat7/9GvnJjjPmX77lYaYzp6uxPULMZY0KMMcuNMbN9x22MMYt8/f4f34LPGGPCfcfrfI+3djLumswY09AY854x5lffuD9B4z0wjDG3+V5nfjbGvG2MidCYr37GmFeMMTuMMT8XKavwGDfGXOGrv9YYc0VJ30tEAkO5sP8oF3aWcuHAUy7sHOXCgaFcWCqiVk2gmoLdvyYDpwPHARcZY45zNqpaJR+43Vp7LNAbuMHXv+OAudbadsBc3zEUPA/tfP9GAVMCH3KtcguwusjxeOAZX7/vBkb6ykcCu621bYFnfPWkciYCn1pr2wOdKOh/jXc/M8a0AG4GultrO1KwmPkINOb9YRow+JCyCo1xY0wscB/QC+gJ3PdXoikigaVc2O+UCztLuXDgKRd2gHLhgJqGcmEpp1o1gUrBYF1nrd1grc0F3gGGOBxTrWGt3Wat/cH39X4K3kBbUNDHr/mqvQYM9X09BHjdFlgINDTGxAc47FrBGJMInAm87Ds2wKnAe74qh/b7X8/He0B/X32pAGNMfQp2FZwKYK3NtdbuQeM9UNxApDHGDUQB29CYr3bW2m8p2EmzqIqO8dOAL6y16dba3cAXHJ6IikhgKBf2I+XCzlEuHHjKhR2nXDgAlAtLRdS2CdQWwB9FjlN9ZVLNfLcFdAEWAc2stdugILEEmvqq6fmoPs8C/wS8vuM4YI+1Nt93XLRvC/vd9/heX32pmCQgDXjVd7vYy8aYaDTe/c5auwV4CthMQbK4F1iGxnygVHSMa+yLBA/9PgaIcuGAUy4ceMqFHaJc2HHKhaVEtW0CtaRPWWzAo6jljDExwAzgVmvtviNVLaFMz0cFGWPOAnZYa5cVLS6hqi3HY1J+bqArMMVa2wU4wMHbN0qifq8mvltehgBtgAQgmoJbZg6lMR9YpfWz+l8keOj3MQCUCweWcmHHKBd2iHLhoKVcuI6rbROoqUDLIseJwFaHYqmVjDGhFCSMb1pr3/cVb//r9gzf/zt85Xo+qsdJwDnGmE0U3Ip3KgWfwjf03dIBxfu2sN99jzfg8NsSpGypQKq1dpHv+D0KkkiNd/8bAGy01qZZa/OA94ET0ZgPlIqOcY19keCh30c/Uy7sCOXCzlAu7Bzlws5SLiwlqm0TqEuAdr7d6cIoWGh5lsMx1Rq+dVSmAquttU8XeWgW8NdOc1cAM4uUX+7bra43sPevS+Gl/Ky1d1prE621rSkY019aay8BvgKG+6od2u9/PR/DffX1CVgFWWv/BP4wxhzjK+oPrELjPRA2A72NMVG+152/+l5jPjAqOsY/AwYZYxr5rpgY5CsTkcBTLuxHyoWdoVzYGcqFHaVc2FnKhaVEprb9XhljzqDgE8kQ4BVr7SMOh1RrGGP6APOAnzi4/tBdFKz99C7QioIX+/Ottem+F/vnKFhAORO4ylq7NOCB1yLGmFOAv1trzzLGJFHwKXwssBy41FqbY4yJAKZTsC5XOjDCWrvBqZhrMmNMZwo2KwgDNgBXUfDBk8a7nxljHgAupGDH4+XANRSsJaQxX42MMW8DpwCNge0U7CD6IRUc48aYqyl4PwB4xFr7aiB/DhE5SLmw/ygXdp5y4cBSLuwc5cKBoVxYKqLWTaCKiIiIiIiIiIiIVJfadgu/iIiIiIiIiIiISLXRBKqIiIiIiIiIiIhIKTSBKiIiIiIiIiIiIlIKTaCKiIiIiIiIiIiIlEITqCIiIiIiIiIiIiKl0ASqiIiIiIiIiIiISCk0gSoi1coY09IYs9EYE+s7buQ7PsoYE2+MmV3B9p4yxpzqn2hFRERERKqPcmERkdpJE6giUq2stX8AU4DHfUWPAy9aa38HxgIvVbDJScC46otQRERERMQ/lAuLiNROxlrrdAwiUssYY0KBZcArwLVAF2ttrjFmA3CstTbHGHMlMBQIAToCE4Aw4DIgBzjDWpvua28ZcKa19s+A/zAiIiIiIhWgXFhEpPbRFagiUu2stXnAP4BngFt9CWMbYLe1NqdI1Y7AxUBP4BEg01rbBVgAXF6k3g/ASQEJXkRERESkCpQLi4jUPppAFRF/OR3YRkFiCBAPpB1S5ytr7X5rbRqwF/jIV/4T0LpIvR1Agv9CFRERERGpVsqFRURqEU2giki1M8Z0BgYCvYHbjDHxQBYQcUjVop/Ae4scewF3kccifOeLiIiIiAQ15cIiIrWPJlBFpFoZYwwFC+ffaq3dDDwJPAWsofgn6RWRDPxcLQGKiIiIiPiJcmERkdpJE6giUt2uBTZba7/wHT8PtAe6A+uNMW0r0phvEf62wNJqjVJEREREpPopFxYRqYWMtdbpGESkjjDGDAO6WWvvqeA5Xa219/ovMhERERER/1IuLCJSc7nLriIiUj2stR8YY+IqeJobmOCPeEREREREAkW5sIhIzaUrUEVERERERERERERKoTVQRUREREREREREREqhCVQRERERERERERGRUmgCVURERERERERERKQUmkAVERERERERERERKYUmUEVERERERERERERK8f/+HCHWArcnawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "por_original = df['Porosity'].values      # extract the pororsity data as a ndarray\n",
    "por2 = GSLIB.affine(por_original,0.11,0.02) # rescale the porosity to have a standard distribution\n",
    "df['adjustedPor'] = por2\n",
    "\n",
    "plt.subplot(221)\n",
    "GSLIB.hist_st(df['Porosity'],0.05,0.25,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity (fraction)\",title=\"Declustered Porosity\")\n",
    "plt.ylim(0.0,60)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.hist_st(df['adjustedPor'],0.05,0.25,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity Corrected\",title=\"Declustered Porosity Corrected\")\n",
    "plt.ylim(0.0,60)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','adjustedPor',xmin,xmax,ymin,ymax,0.05,0.25,'Well Data - Porosity - Corrected','X(m)','Y(m)','Corrected Porosity',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=2.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Normal Score Transform / Gaussian Anamorphosis\n",
    "\n",
    "We showed that the correction of the mean to 0.0 and standard deviation to 1.0 with affine correction does not change the shape; therefore, does not make a Gaussian distributed property. For many statistic / geostatistical methods the assumption of Gaussian distributed is required. We need normal score transforms in many subsurface modeling workflows.\n",
    "\n",
    "Let's check out the GSLIB NSCORE program translated to Python in GeostatsPy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.geostats.nscore(df, vcol, wcol=0, ismooth=0, dfsmooth=0, smcol=0, smwcol=0)>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geostats.nscore"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The inputs are primarily the DataFrame, the variable and the data weight columns ('df', 'vcol' and 'wcol'). The remainder of the variables are for the use of a reference distribution. When would you use a reference distribution? This would be the case when you have too few data to perform a reliable transformation and use analog information to inform a more complete distribution to support the transformation.  \n",
    "\n",
    "As you can see the inputs from weights column ('wcol') have defaults of 0. You can run the function omitting these (e.g. just DataFrame and variable column etc.).\n",
    "\n",
    "The output form the program include the transformed data, and the trasformation table (discretized values in original and associated Gaussian space). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ns_por,trans_vr,trans_ns = geostats.nscore(df,'Porosity','Wts')\n",
    "df['NPor'] = ns_por\n",
    "\n",
    "plt.subplot(221)\n",
    "GSLIB.hist_st(df['Porosity'],0.05,0.25,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Porosity (fraction)\",title=\"Declustered Porosity\")\n",
    "plt.ylim(0.0,40)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.hist_st(df['NPor'],-3.0,3.0,log=False,cumul=False,bins=30,weights=df['Wts'],xlabel=\"Normal Scores Porosity\",title=\"Declustered Normal Scores Porosity\")\n",
    "plt.ylim(0.0,40)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','NPor',xmin,xmax,ymin,ymax,-3.0,3.0,'Well Data - Normal Scores Porosity','X(m)','Y(m)','Normal Scores Porosity',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=2.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is interesting! Why is the new distribution not perfectly Gaussian in shape? Because it is the declustered distribution of the data transformed to Gaussian. It accounts for the spatial bias in the sampling.\n",
    "\n",
    "I'm not completely satified with the behavoir of the transformed data distribution at the tails.  The NSCORE programs does not have any tail extrapolation model as found with simulation methods. The transform at the tails is hard to do just from the data alone. When we get into simulation methods we'll check that out.\n",
    "\n",
    "We should also visualize the transformation table. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(111)\n",
    "plt.scatter(trans_vr,trans_ns, c = \"black\", marker='o', alpha = 0.2, edgecolors = \"none\")\n",
    "plt.xlabel('Porosity (%)')\n",
    "plt.ylabel('Normal Score Transformed Porosity')\n",
    "plt.title('Normal Score Transformed Porosity vs Untransformed Porosity p-p Plot')\n",
    "plt.ylim(-4,4)\n",
    "plt.xlim(0,.30)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a q-q plot that maps the transform from our original distribution to the Gaussian distribution. Notice how the declustering weights have shift up the lowe quantiles as they received more weight.  \n",
    "\n",
    "As a final step we should check out the summary statistics of all the variants of porosity from our various data transformations.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>289.0</td>\n",
       "      <td>4.758131e+02</td>\n",
       "      <td>254.277530</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>289.0</td>\n",
       "      <td>5.296920e+02</td>\n",
       "      <td>300.895374</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>269.000000</td>\n",
       "      <td>549.000000</td>\n",
       "      <td>819.000000</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>289.0</td>\n",
       "      <td>8.131488e-01</td>\n",
       "      <td>0.390468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>289.0</td>\n",
       "      <td>1.347439e-01</td>\n",
       "      <td>0.037745</td>\n",
       "      <td>0.058548</td>\n",
       "      <td>0.106318</td>\n",
       "      <td>0.126167</td>\n",
       "      <td>0.154220</td>\n",
       "      <td>0.228790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>289.0</td>\n",
       "      <td>2.078324e+02</td>\n",
       "      <td>559.359350</td>\n",
       "      <td>0.075819</td>\n",
       "      <td>3.634086</td>\n",
       "      <td>14.908970</td>\n",
       "      <td>71.454424</td>\n",
       "      <td>5308.842566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wts</th>\n",
       "      <td>289.0</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.639743</td>\n",
       "      <td>0.281976</td>\n",
       "      <td>0.670642</td>\n",
       "      <td>0.789486</td>\n",
       "      <td>1.174123</td>\n",
       "      <td>3.984325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>standPor</th>\n",
       "      <td>289.0</td>\n",
       "      <td>1.600027e-16</td>\n",
       "      <td>1.001735</td>\n",
       "      <td>-2.022196</td>\n",
       "      <td>-0.754414</td>\n",
       "      <td>-0.227615</td>\n",
       "      <td>0.516880</td>\n",
       "      <td>2.495928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adjustedPor</th>\n",
       "      <td>289.0</td>\n",
       "      <td>1.100000e-01</td>\n",
       "      <td>0.020035</td>\n",
       "      <td>0.069556</td>\n",
       "      <td>0.094912</td>\n",
       "      <td>0.105448</td>\n",
       "      <td>0.120338</td>\n",
       "      <td>0.159919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPor</th>\n",
       "      <td>289.0</td>\n",
       "      <td>3.876516e-01</td>\n",
       "      <td>1.042739</td>\n",
       "      <td>-2.336338</td>\n",
       "      <td>-0.330268</td>\n",
       "      <td>0.331970</td>\n",
       "      <td>1.118825</td>\n",
       "      <td>3.157063</td>\n",
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      ],
      "text/plain": [
       "             count          mean         std       min         25%  \\\n",
       "X            289.0  4.758131e+02  254.277530  0.000000  300.000000   \n",
       "Y            289.0  5.296920e+02  300.895374  9.000000  269.000000   \n",
       "Facies       289.0  8.131488e-01    0.390468  0.000000    1.000000   \n",
       "Porosity     289.0  1.347439e-01    0.037745  0.058548    0.106318   \n",
       "Perm         289.0  2.078324e+02  559.359350  0.075819    3.634086   \n",
       "Wts          289.0  1.000000e+00    0.639743  0.281976    0.670642   \n",
       "standPor     289.0  1.600027e-16    1.001735 -2.022196   -0.754414   \n",
       "adjustedPor  289.0  1.100000e-01    0.020035  0.069556    0.094912   \n",
       "NPor         289.0  3.876516e-01    1.042739 -2.336338   -0.330268   \n",
       "\n",
       "                    50%         75%          max  \n",
       "X            430.000000  670.000000   990.000000  \n",
       "Y            549.000000  819.000000   999.000000  \n",
       "Facies         1.000000    1.000000     1.000000  \n",
       "Porosity       0.126167    0.154220     0.228790  \n",
       "Perm          14.908970   71.454424  5308.842566  \n",
       "Wts            0.789486    1.174123     3.984325  \n",
       "standPor      -0.227615    0.516880     2.495928  \n",
       "adjustedPor    0.105448    0.120338     0.159919  \n",
       "NPor           0.331970    1.118825     3.157063  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of data transformations. Much more could be done, I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  }
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